{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# AdaBoost\n",
    "\n",
    "> [With AdaBoost], base classfiers are trained in sequence, and each base classifier is trained using a weighted form of the data set in which the weighting coefficient associated with each data point depends on the performance of the previous classifiers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_moons\n",
    "from sklearn.metrics import confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = \"retina\"\n",
    "plt.rcParams[\"axes.spines.right\"] = False\n",
    "plt.rcParams[\"axes.spines.top\"] = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let $\\mathcal D = \\big\\{({\\bf x}_n, t_n) \\vert {\\bf x}_n \\in \\mathbb{R}^D, t_n \\in \\{-1, 1\\}\\big\\}_{n=1}^N$ a training dataset. AdaBoost defines an estimation function $G$ defined as\n",
    "\n",
    "$$\n",
    "    G({\\bf x}) = \\text{sign}\\left(\\sum_{m=1}^M \\alpha_m \\cdot G_m({\\bf x})\\right)\n",
    "$$\n",
    "\n",
    "* $\\alpha_m$ is the weighting coefficient over $G_m$\n",
    "* $G_m$ is known as the weak learner"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### AdaBoost M.1 Algorithm\n",
    "\n",
    "1. Initialize $\\forall n: w_n = 1/N$\n",
    "2. For $m=1,\\ldots, M$:\n",
    "    1. Train $G_m$ using the weighting coefficients $\\{w_n^{(m)}\\}_{n=1}^N$\n",
    "    2. Compute \n",
    "       $$\n",
    "         \\text{err}_m = \\frac{\\sum_{n=1}^N w_n^{(m)}\\mathbb{1}\\big(t_n \\neq G_m({\\bf x}_n)\\big)}{\\sum_{n=1}^N w^{(m)}_n}\n",
    "       $$\n",
    "    3. Compute \n",
    "        $$\n",
    "            \\alpha_m = \\log\\left(\\frac{1 - \\text{err}_m}{\\text{err}_m}\\right)\n",
    "        $$\n",
    "    4. Define \n",
    "        $$\n",
    "        \\forall n: w_n^{(m + 1)} = w_{n}^{(m)} \\exp\\left(\\alpha_m \\cdot \\mathbb{1}\\big(t_n \\neq G_m({\\bf x}_n\\big)\\right)\n",
    "        $$\n",
    "       \n",
    "Once we've iterated AdaBoost for $M$ iterations, we proceed to make a prediction using\n",
    "$$\n",
    "    G({\\bf x}) = \\text{sign}\\left(\\sum_{m=1}^M \\alpha_m G_m({\\bf x})\\right)\n",
    "$$\n",
    "\n",
    "\n",
    "----\n",
    "\n",
    "We can train $G_m$ using the following cost function:\n",
    "$$\n",
    "    J_m = \\sum_{n=1}^N w_n^{(m)}\\mathbb{1}\\big(t_n \\neq G_m({\\bf x}_n)\\big)\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* From 2.D, we see that in subsequent iterations the weighting coefficients $w_n^{(m)}$ are increased for datapoints that are **misclassified**.\n",
    "* Hence, at every step, AdaBoost places greater attention to data points that were misclassied on the previous iteration by increasing their weight."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 267,
       "width": 404
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "err_vals = np.linspace(1e-4, 1 - 1e-4, 200)\n",
    "alpha_vals = np.log((1 - err_vals) / err_vals)\n",
    "plt.plot(err_vals, alpha_vals)\n",
    "plt.xlabel(r\"err$_m$\", fontsize=13);\n",
    "plt.ylabel(r\"$\\alpha_m$\", fontsize=14);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the graph above we can see that weighting coefficients $\\alpha_m$ give greater weight to the more accurate classifiers when computing $G$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A practical example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fb4ea085d10>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 380
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, y = make_moons(n_samples=60, noise=0.4, random_state=3141)\n",
    "y = 2 * y - 1\n",
    "plt.scatter(*X.T, c=y, cmap=\"Dark2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1,  1, -1, -1,  1, -1,  1, -1, -1,  1,  1,  1, -1,  1, -1,  1,  1,\n",
       "       -1, -1,  1,  1, -1, -1, -1,  1,  1, -1,  1, -1, -1, -1,  1,  1, -1,\n",
       "        1,  1, -1, -1,  1, -1,  1, -1,  1, -1,  1,  1, -1,  1, -1,  1, -1,\n",
       "        1,  1,  1, -1, -1, -1, -1, -1,  1])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Defining a single-split tree\n",
    "(`see notebook on CART algorithm`)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "We can train $G_m$ using the following cost function:\n",
    "$$\n",
    "    J_m = \\sum_{n=1}^N w_n^{(m)}\\mathbb{1}\\big(t_n \\neq G_m({\\bf x}_n)\\big)\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Ri(X, j, s):\n",
    "    return X[:, j] <= s\n",
    "\n",
    "def find_partition(j, X, y, w, nrange=100):\n",
    "    vmin, vmax = X[:,j].min(), X[:,j].max() * 0.99\n",
    "    srange = np.linspace(vmin, vmax, nrange)\n",
    "    yhat = Ri(X[..., None], j, srange)\n",
    "    yhat = 2 * yhat - 1\n",
    "    # Errors for each of the datapoints\n",
    "    errs = yhat != y[:, None]\n",
    "    # AdaBoost cost function\n",
    "    Js = (errs * w[:, None]).sum(axis=0)\n",
    "    # cutoff point\n",
    "    s_cut = srange[Js.argmin()]\n",
    "    return s_cut, Js.min(), errs[:, Js.argmin()]\n",
    "\n",
    "def find_tree(X, y, w):\n",
    "    partitions = [find_partition(j, X, -y * (-1) ** j, w) for j in [0, 1]]\n",
    "\n",
    "    errs = [element[-1] for element in partitions]\n",
    "    partitions = np.c_[[element[:-1] for element in partitions]]\n",
    "\n",
    "    j_cut = partitions[:, -1].argmin()\n",
    "    s_cut, J = partitions[j_cut]\n",
    "    return j_cut, s_cut, J, errs[j_cut]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "## AdaBoost for-loop\n",
    "M = 150\n",
    "w = np.ones_like(y) / len(y)\n",
    "alpha_boost = []\n",
    "index_boost = []\n",
    "cutoff_boost = []\n",
    "weights_hist = []\n",
    "\n",
    "for m in range(M):\n",
    "    j_cut, s_cut, J, errs = find_tree(X, y, w)\n",
    "    err_m = (errs * w).sum() / w.sum()\n",
    "    alpha_m = np.log((1 - err_m) / err_m)\n",
    "    w = w * np.exp(alpha_m * errs)\n",
    "    \n",
    "    alpha_boost.append(alpha_m)\n",
    "    index_boost.append(j_cut)\n",
    "    cutoff_boost.append(s_cut)\n",
    "    weights_hist.append(w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(X, j, s):\n",
    "    yhat = Ri(X, j, s)\n",
    "    yhat = 2 * yhat - 1\n",
    "    # coding correction\n",
    "    return -yhat * (-1) ** j\n",
    "\n",
    "def adaboost_predict(X, alphas, indices, cutoffs):\n",
    "    yhat = 0\n",
    "    for alpha, index, s in zip(alphas, indices, cutoffs):\n",
    "        yhat += alpha * predict(X, index, s)\n",
    "    return np.sign(yhat).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "yhat = adaboost_predict(X, alpha_boost, index_boost, cutoff_boost)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[27,  3],\n",
       "       [ 5, 25]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusion_matrix(y, yhat, labels=[-1, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "step = 0.01\n",
    "Xgrid = np.mgrid[X[:, 0].min() * (1 + 0.1): X[:, 0].max() *  (1 + 0.1): step,\n",
    "                 X[:, 1].min() * (1 + 0.1): X[:, 1].max() * (1 + 0.1): step]\n",
    "_, M1, M2 = Xgrid.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "yhat_grid = adaboost_predict(Xgrid.T.reshape(-1, 2), alpha_boost, index_boost, cutoff_boost)\n",
    "yhat_grid = yhat_grid.reshape(M2, M1).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 265,
       "width": 380
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contourf(*Xgrid, yhat_grid, cmap=\"inferno\", alpha=0.8)\n",
    "plt.scatter(*X.T, c=y, cmap=\"Dark2_r\")\n",
    "plt.title(\"AdaBoost Estimation\", fontsize=15);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Graphing the sequential learning scheme"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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33FN5Z52prMmTHW9foetUvviSbFNTtO0bPFgDbrnFUUDfyJubq0F3/EXLjjk22tcwf4EaFi3iAYc2DMsepkxfpkKReys+j8/lRPHh5W+KdM1z36j1Q8EeIx24XT/tPTJfY/plyuf1aE1lvRYUVurNhWtVWd/kGD93QbGagiH9/azdleSlkI5NMMdEj+PNylLG3nu7HSPhpIwcqZSRI92O0SvZYFDlz8xy9GVM3E8Db79dvv79FfL7VfbYv1Ry993R443fL1LD/PlsU9CB0Xnst9oZa62e+myVHvrvMq0qa/2QgdX66ka99m2xXvu2WKP6ZejnB43WqXsMoZiOzcEcEwDiSLCqSqsuvFCB4mJHf8PChVp14UUaOeclHj7eTGNzx6qioSLaZl6ERNaTiug5ke+V7Rzf2J8bgyxAlzBJSUoZNcrtGAnDm5Wl/HPOVt7ZZymwfr2CZWWSx6ukgn5KystzO16PV9fq6ebcM87o8M2slFGjlL7fvqr79H/N1/jyK4robThwyIEamDlQgVDA7Shx48e11brh+QWbFNBPmDBINx61vYbkbfrQ0dn7SLeesKNmfb5Kd7z1o+qbgtFjby1cpwfeX6orDxvb3dGReJhjAoDLGhb9oMCa5huaJiVFg+66KzrH9yQnq+/0i1X3xTzV/vfD6Ljqd96hiN6BY0Yc43aEuOYPhHTTCwv00tdFmzV+WUmtbpi9QN8UVui2E3bk4Ux0hjkmAMSRyjkvb1JA38i/YoWq33qLFTQ303GjjtOq6lXRdpKnJ5Uh0dv0pj+9Gx932az1Xq21bW4SE3myc/euCgWg6xlj5OvfX77+/d2O0quEKp3/9k/bZedOz0nbeRdHET1YWdHBaCAsEAzphtnz5Q82r3qY5DG687QJmrJbx8trpSV7dcGkkTpsXIF+9ug8LS+tjR677z9LNHl8f40bmN1t2dEjMccEgG4WKC1xtNMmTGjzIdmsQw5xFNEDJaXdng09Uyhkdd3z8/Xq/DVbfO5Tn61SyFr96aSdefMK24I5JgDEUOOS9hYGCWtYvDj69BPQlSrrm/TCl6v15sK1Kq1ulM/r0fhB2Tpjr6HaZ2Q+80mX9aQi+sbqTXt/l2W3GgcA6EKtl8kPVnT+122wVeHdk5LSpZnQM70yf40WrHb+2fl/p+zSaQG9peF9MvTURfvo+Ps/0oZavySpKWj1lzd/0KPns8QxHJhjAoDLWs8Rm9atlbV2kxtKTcVrHW3D3BJb6aEPl21SQPd5jY7fZZCm7j1MuwzJkbXS16vKNWteoV7/tljBUHOtc9bnhRo/KEfn7js81tGROJhjAkAc8WRkdnI8I0ZJ0JvM+nyVfj/3e9X5g47+H9dV66Wvi7TbsFz97azdNTg3zaWE6ElrS/0Y+b5dO8c3rs/a8SNFAICt4hs8yNGuevPNDsdbv1/V7zq3dvMNGtTOaKDZE/9b6Wgfs/MAnbLHkC2+zqDcNP1hyk6OvvcXl2jVhtb7XaKXY44JAC5L2W47yeuNtptWrlL1W285xgTKylTx/POOvtTx42OSDz1LQ1NQMz9Y6ugb3iddb/3iQN19xq7ae2S+Un1epSV7NXFMX91/5m567apJGpjj3Cd1xns/KdBi5SSgFeaYABBHso44ov2Dxihr8uTYhUGv8PB/l+lXL367SQG9pa9XVejUBz5RcWV9DJOhpZ5URH8v8v0IY4zj12WMyZK0v6R6Sf9rfSIAYNtlH3uco1399tuqX7iw3fFlTz6lYGnzEpuejAxlHnRQt+VDz7CspEZfr3Iu+3/DkTts9fWO3nmgdhnS/PKHtdrsfS/RazDHBACXJfXpo6xDD3X0FV13vYr/71ZVvf22Sh96WMtPnKJgeXn0uElPV/ax7PmNLffagmJV1DVF2+nJXj154T4a1a/9N9R2GJCtxy/YWz5v8+oIxZUNeveH9d2aFQmNOSYAxJH03XdTn4svavNYv2uuUep27T3zBGy574oq9ac3Fm3W2OLKBt3w/IJuToT2JFwR3RjjM8bsYIwZ3bLfWrtU0tuSRki6vNVpt0nKkPS4tbZWAIAul77P3koeNaq5IxRS4UUXq+qNN2SDzU/UBWtqVDJjhtbfeafj/JwpU1gaCZ1qXUDfd1S+Rvbdtj83Z+w11PkzCsvbGYmejDkmAMS3PhdeILVcvj0YVMWzz6roqqtVcvfdCpQ4903PmzpV3qysGKdET/DkZ85Vj87eZ5iG5qd3et7Y/lk6ZXfn6khPtlpBCb0Pc0wASBwF112nwffco4xJk5QydqwyDzpIQ2Y+oL7TL3Y7GnqYf360XLZ5JyClJHn0i8lj9dpVk/Toz/bSvqPyHeM/+qlUi4qrYpwSUpzsiW6MmSJpSqQ5IPJ9P2PMY5HPpdba6yOfB0taJGmlwhPNli6T9Imk+4wxh0XG7SPpEIWXP7q5O/IDACRjjPr+/FKtueHGaF+wvFxF11yrpAEDlL77bgrVN6jus88UqnMul21SU5X/s2mxjpwwnvvxOS2tWCobmV3lp+Z3ckbP9d0a55aAew7f9t+L1tf4rohJaU/BHBMAeo60XXdV/5tv1ro//KHTsRkTJ6rgF1fHIFVie+jbh9yOEHcamoKbPLR59j6bv6/5OfsO1zPzCqPtz5aVyVor0/IBECQ85pgA0HNlH3Wkso860u0YCe2B+Q9oReWKaHu/gfu5FyYO1fkDmrug2NF352kTdPyE8DanOw6SDtyun05+4BPNL2yelz7/xWr99ni2q4q1uCiiS9pVUuvqyajIlxSeaF6vTlhrlxpj9pT0O0lHSTpGUrGk+yTdZq0t67LEQByxgYBq3n9f1e+9p1BVlbx9+yr7yCOVvs8+/GMdMZVz/PFq+O47lf3rcUd/YO1aVb3+RtsneTwafNedSh46tO3jkD/oV8iGokX0kHrv3oqlNX5He3TBtq9eMLqf8xobahu52dlzMMcEgB4k/5yzlZSfp3W3/3mTN88lyfh8yj39dBXcdKNMcrILCRNLY6DR7Qhxp7zOOdfsm5miEVuw6tFOg3OUkuRRYyA8X/cHQ6ppDCgr1delOeE65pgAALSjIdigkO299y47s6qsTv5g8+9P38xkHbvzQMcYr8fo3H2HO4roP5XUxCwjmsVFEd1ae6ukWzdz7ApJ7d7VttYWSjq/K3IBiaBh8WIVXXW1/CtWOPorZj2jtAkTNPjee+QbMKDtk4FuUPDLX8qTkaHSGQ90OtaTnq5Bd92prEMOiUEy9AShlmsdSfJ0QaG79TWsDX9RQ098zDGBbROqr1flyy+r5v0PFKqtVcp22yn39NOVuj37AcI92ccco6zDD1f1u++q5v0PFCgvkyc1TWm77KycKVOU1KeP2xGRwAJB51yz5R7nm8vnbS6iS1KIe8g9DnNMAACwtYIh53wzPTlJHs+mU4XMFGf5Nsik0hVxUUQHsHX8q4u0atrPFCxve//e+vnztWrazzRi9vPsB4iYMcao31VXKWvyZJU9/bSq5r4m29DgGJPUr59yTztNuVPPkK+gwKWkSETZrd7iKaqo3+Zrtr5GVkrbk1cA6E38q4tUeNFFjgc16+bNU/nTT6vg+uvD+1MDLjE+n7KPOkrZRx3ldhT0MLnpzrlmcWWDymv9ysvYvJUNiivrVdMYiLaNkbJSufUGAK0FKytV898PpVBQGZMm8RAcgF5jYE6ao72qrE7zCys0YWiuo//V+Wsc7UGtzkNsMJMHEljJvfe2W0DfyL9ypTb8858quJo9ARFbqePHa9Af/qD+N96o+m++UaCsTCbJJ1//AqXtuquMjyUNseXGD3Q+ENRyWaOttWC1c5/1cQOzt/maAJDIbCikoquu2mSlo/BBq/V33KGU7bdX5qT9Y54NALpTVqpPw/uka+WGumjf7C9X6+IDR3VwVrNZn61ytMcPzObhTABopeaDD1R0zbUK1YX/rjXJyRp4+5+Uc+yxLicDgO6Xn5GsSWP66qOfSqN9V8z6SreftIv2H9NHVfUBPfjfpXrtW+e+6Rv3TEdsUUQHElSwqkpVb77p6MucfJiyDjlEFS++pPovv4z2V8yerX5XXinj8cQ6JiBvdrYyDzzQ7RjoIXYZ4nwq870fS7bo7aC2vPT1akd75yE5W30tAOgJ6j77TA3ff9/hmLJ//oMiOoAeaepew/T/3vwh2n704+U6e99hSk/u+BZaZX2TnmxVRJ+697BuyQgAiSpYXa2ia6+LFtAlyfr9Kv7lr5S+116sVgigV5g2cYSjiF5YVq9z/vGZ0pO9qvMHNxk/ql+GJo3pG8uIiKCiBiSoxp9+kpqaou2k/v015L77lHvKKRr64EypxVu+wZJSBUpK27oMACSUnQfnaGh+8/JF/kBID3+4bKuvt3BNpd79Yb2j75idB2719QCgJ6j74ktHO3XnnVVw/XUdjgGQmPZ8Ys/o14VvXeh2nP/P3n2HN1W9cQD/3uzRJt2lu6XsMstGRWQoILK3DEWWqAgKyBBEQPTnAhyIIBuZMmWqTNlQRqHQMkr3Xmmz1/39UUlyk66k6YLzeR4fzb3n3ntiAz057znvWysMbxcIHts8XZYmU2Pa7zegKmFCv+GihQAAIABJREFU86kitQ6Tt1xHnkJrOubC52BQm4Aq7StBEER5aJpm/FPTFBcvwahQAAC4/v7ghYYCAGidDvIzZ2quYwRBENWoZ1Mf9C9hZ3lJAXQeh4VvhrYk2Y1qCAmiE8QzwqhWo+jkSehzSLCcIIhnF4tF4c2OIYxjv56Ldyitu1pnwKw90bCcR2jmJ0FksFvpFxEEQTyPKAqgyFdHgiCeD54ufAxpywx+n4nLRp9V57D9ShIUFjXPC9U6bL6YgN4r/8WVJ3mMa0Z1CIILnySAJAiCKBVFFf9DEATxnKEoCt8Oa4XBkWUvuJQIONgwvj3ahnhUU88Ia2Q0TxB1FD88HGCzAUPx6iSjTIbUD6YDLBbYbm6MXepsLy9wvEm6D4Igng2jOgRjw/knyCrSAAAMRhrvbL6O3yd2RON6ruVcXUytM+C932/gfnoh4/jMXo1AkS/xBEE850RtIxmv1dHRUEdHM44JrdoQBEE8S+b3bYpbyTLGWDEhV4n5++9gyeEYhHu7wEgDj7Pl0OqNNtdHBrvh41cbV2eXCYIg6gRxl85gicUwKhTQpaaajlNcLlxe7lZzHSMIgqhmPA4L3w9vjeHtgrD1UiL+vp9pGlcGugsxqkMwRrYPgqcLv4Z7+nwjQXSCqKMKT5wwBdAZjEYY8pgr4N2GDiH10AmCeGZIhVwsH9QCE7dcNx3LkWswaPUFzOvTBG92DCkzxVF0SgFm74lGXGYR4/iA1v7o1cy3yvpNEARRVxi1WoDDAfT6Utt4TiBpnwmCeHa5CrjY/HZ7jNtwFbEZzDGjWmdETFphKVcCrQKl+G18ewi47KruJkEQRJ3DdnWF/zdfI/XjWaBVKgAAxePBb/lycH1JPXSCIJ4/nep7olN9T+gMRhSqdOBxWHDhc8gmn1qCBNEJog7SJiUhY+myCrXlhgTDc8KEKu4RQRBE9erZzBcTXwzDb+efmI4ptQYsPBiDtf/GY0S7IHQI80QDHxdw2BTSC9S4nVKAQ7fScP6RbdmLhj4uWNK/eXW+BYIgiFpJGRWFlPc/KDOA7jN7FlxeerEae0UQBFH9fCQC7J7aGYsO3MWh22kwllNKmMOiMCQyEJ/1bwYRj0y3EQRBWKNpGrnrfkPe+vWgVSqw3d0h6dMbXtOmgeNFMmgSBPF847JZZNd5LURG9QRRB+Vv38FI114WvyVLwJZIqrhHjlPHxqJgzx9Q37sHo0IBSigAv344pIMGQtS+PVlxRRBEqeb3bQqtwYgtlxIZx5PzVPj2rwcVvk9DHxdsm9gRUhHX2V0kCIKoc7K++77MADolFsN99Ohq7BFBEETNkQi4WDmyDWb3boIdV5Kw81oScuRaRhtfCR+jOgRjVIdg+EoENdRTgiCI2i9v4yZkf/+96bUhPx/5O3bCtVcvEkQnCIIgaiUSRCeIOkhx4QLjtc/8+eD61YP81GkU/fM3jEVy0zlN3AOIO3as7i6WS3XrFjK//gaqGzdszqlvR0O2fz/4DRvAe8YMuPboUQM9JAiitmOxKHzePwJN/ST44sh9yDWlB31KM7RtIBb2awapkATQCYIg9Hl5NmMz8UsvQXHpkimwTisUUF67BpeuXWuii3ahaRr6jAwYlUqw3d3B8fCo6S4RRK2TsD7B9N9FwiLg1ZrrS20W4CbErNcaY2avRkjJV6JAqQNFAe4iHgLchGWWEiIIgqhJkydPZrxeu3ZtDfUEyNuyxfyCyy3eIETTyNv2O8SdO9dYvwiCIAiiNCSIThB1kEEhZ7wWt28HQdOmkPTqhXQBHwU7dprOGa3a1gaFx48jbfYc0OXsptc8fISU996Hz6yP4TlxYjX1jiCIuoSiKIzqEIyujbyx4u8HOHQ7DVq9sdzr2oa444PuDdCtMam5RhAE8ZShoIDxmuLxEPjDKiSOGQt1TEyp7WobfX4+8nfsQMHuPdBnZJiOC5o1g/voUZD27w+Kx6vBHhJE7ZFzxlzmJge2JW8IJjaLQoinGCGeNd0TgiCIilm3bh3jdU0G0fVZWab/9p09G5nLlxcfz8ysqS4RBEEQRJlIEJ0g6iBuPT/o09JNr3PW/Aq/ZUuhTUhE0dFjjLacen7V3b0yKS5dQuqs2WWmCbWW9e13YEkkcB8+vAp7RhC1l5grBpfFhZEuDg6zwKrhHtU+AW5CfDusFeb3bYo/b6fhRlI+7qbKkFWkgdFIw1XARRM/V7QMkOK15vUQ4S+t6S4TBEHUOlw/P1A8HmhtcapiWqtFXJtIm3a8sLDq7lqFqW7dQvK092DIy7M5p753D+mfLkT+jp0IWvMLON7eNdBDgqg9JLzaW/aLIAiCePYIWjSH+nY0AJgC6AAgbNmiprpEEEQVkPKkyGSRxTHEs4EE0YlnDk3TKDpxAoVHj8EoLwK/SVN4jB0Drl/tCiZXhuT1voxUm0UnTqDoxAmbdpRAANce3auza2Wi9XqkLVhgE0AXdewIt6FDwQ+vD116OmQHD6Hor78YbTKXfwnXnj1JGk7iuTSo4SD88fAP6I32pyt/3niIeRjfJRTju4TWdFcIgiDqHJZQCEm/fpDt21dqG37jxhA0b16Nvao4zaNHSJo4CUZ52ZmY1DExSJo4CaE7toMlElVT7wii9hkfMR4LsbCmu0EQBEE8J3xnz0bShHdMCzYBgOPtDc9Jk2qwV/YxarWQHTwIxblzMCpVEDRvDvcRw8H196/prhFErTGh+QSsvr3a9JrLJiUUibqLBNGJZwpN08hY9BkK9uwxHVNcvATZ3r0I3rwJgiZNarB3zuM2cCDy1m+ALi2tzHYe48aBLame3QW5cg3upMpwN1WGx9kKKDR6aA1GcFgU+Fw26kkE6JQWjUCLHfQA4Pfll3AbNND0WtCsGVx79IDi8hUkT50KWq0GANBqNQr27oVXHRpYEwRBEATxbFFGRaFg927QOj2kA/rD5eWXa7pLTufz8UdQXr8OXVKSzTmWSAS/ZctAUbWz9m/m8uW2AXQuF1xfX+hSUhiHNXFxyN20Cd7TplVjDwmCIAiCIJ5fonbtELpnD/K3bYUuNQ38Jk3gMX48uL51o8yaPjsbSe9MhObBA9MxxYULyNu8GQHffQvXHj1qsHcEQRBEVSBBdOKZIj91ihFAf8ogkyHtk7kIO7C/1k762YMlFiNo7a9IemdiqXWDJK+/Du/pH1RpP6JTCvD75SScf5SD1AJVue3DLu5AoMXrgpdfRVi/N0psK+7UEV7vvovsFSvM7XfugufEic/Ez5CwH03TSMxVmhZrRKfIkJSnhFpngFZvBJfDgoDDQqCHCC0CpGgRIEXzACnqe4nBYpHPDEEQBFE58n//RfKUqYCxuLRG4dGj8PviC7gNGVzDPXMujqcnQnftRM6PP0J28BCMCgXA4cD1lVfgPeND8MPDa7qLJdI8fgzFxUuMY+7jxsL7gw/AdnWFNjkZ6QsXQXn5sul8wc5d8Jo0CRSX7IwgCIIgCKLmyP78E0aFArROD0FEM4gibcvpPCsEjRvBb+nSmu6GQ9LmzWcE0J+i1WqkfjwL4ceOPlOZUAmCIAgSRCeeMdYpwC1p4uKgS0wELzS0+jpUhfgNGqD+wQPI+/13yPYfKN5dw+VC1LYt3N8cDdeePask2KzWGfDn7TRsu5yI2ymyil9I02iRE884tICKQMFXpzC8XRDe7BiMIA9mOk234cOQ/dNPgE4HANClpkKXmgZeYECl3wdReTRNw5CfD2NhISiBABxPzyqZhM4sVGPH1STsvJqMjEJ16Q01xf9Kk6lx9Ym5DqqXCw/D2wVhdMdgBLqTlK0EQRCEY3LX/QYYjfCZMwccTw+kfTIXuWvXPnNBdADguLuj3qJF8J0/H4b8fLAkErD4/Brtk9FII7NIDYXGAJ3BCC6bBRc+B74SPiiKQtHffzPaC1u1gu+8eabxMC8oCAErvsej7j1Aq4oXf+qzsqCKjoaobdtqfz8EQRAEQRBAcTkatocHpG8UbzLJ27oNwtatQbFYNdyzZ5tco0dMqgx3UmVIzlNCrTNCb6TB47AgEXDQxM8VLQKkCPNyAZtFQRP/BIrz50u9H61Wo2DPHnhPn16N74IgCIKoaiSITjxTjEpl2edV5e+WrkvYbm7wfu89eL/3Hmi9HmCzq3SX9unYLMzbd6fsQGYpBAYteBb1nHUsNuLdAgCFFmvOPsa6f+Pxzoth+KhXIwi4bADFE7j8sDDGKk+DrAAgQfQapc/LQ8HevSjYtZuRGpUSiSDp2wfuo0ZBGBFR6edcS8jDxgtPcCImEwYj7fB9cuRarD7zGL+cfYweTXwwvksoXmroXen+EQRBEM8XQ37xAi3XV18F200KiseDPi+vnKvqNorDAce7Zn5nqrQGnI7Lws2kfNxJlSEmtRBFGr1NO1cBB839pRhzLQ71LY/3sl1QynF3h6hDeyjOnjMd02dlVdVbIOogjd6A2PQiJOQqoNIaoDPS4HNYkAi4aFLPFSGeIpIViyAIgnAqXXoGeGGhptcsoQAwGAASRHe65Dwlfr+ShL/vZSA+RwG6AlNNYh4brYPdMEH9AJZVzzn+fhC1bo3Co8dMx9Qx95zfaaJOyyxU406KzJRVM02mhkZvAE0DfA4LbiIuIvyLs2m2CJQizJNk0ySI2oYE0YlniiAiAkV//1PiOZZYDF5ISDX3qPpQnKr74yxT6bD08D38EZVSahsum0LjesWrNCP8pfAU88DjsGAw0lBo9XiYmg8ctmhvNIBr0EPHLu63wUhj7bl4/HM/E98Oa4XIYHcAsKlrSdJt1hyappG3eTOyv18BWqu1Pa9UQvbHXsj+2AuX7t3h/7+vwHZ1tfs5MpUOS/68h703Sv+8OYKmgX/uZ+Gf+1no26IelgxoDi+Xmt1VRxAEQdQdLt17QPPwERKGDAHF44HWaiHp27emu/XMeZKjwO+XE7EnKgUyla7c9kVqPS7F56JFhoIRRM9LyYBnCe0NObmM12RsWfuo4+KgvHoNRoUcLBdXiDt3qrIyAjRN4+LjXByOTkd0SgEeZBZBZyh9Rl0i4KB5gBTtQtwxtG0Qgj1JliOCIAiicsSdOiL3t9/gNmwY9NnZoPV6Mj5xIpqmceZBNrZeSsTpuKwKBc4tKbQGXHiUC316BhZbHNdnZUN5PYrRlhIJK91fou4rUutw4GYqfr+ShNiMonLbX463zKbJx/B2gSSbJkHUIiSITjxT3EaMQP6u3dCnp9uc85w6BSwR+eVjr0uPczFj101kFmpKPP9yI2+M6RSCro28wOewS79Rm0A8+MoLhpwc06EeOTE47tuK0Sw+W4Ghv1zElJfD8X6AHrq0NMZ5rq+v42+GqJTs775D7m/rK9RWfuoUEseMRciWzWBLpRV+xunYLMzdF13q503IZaNNsJup3nkzfwmkQi64bBZ0BiOK1HrcTy80rfC8mVQAeQm71o7eycDl+DwsHdAcr7es/fWqTiaeRGpRKox0cR1eV579ixMIgiCIyvF6dyr0GemQHT4CGAxw6dYNvnM/qeluPTPSClT47FAM/r6X6dD1TyTM3+d5e/djht+LmDuyE+pJBQAAxdWrUMfEMNrxGzVyrMOE0ykuXUL2qh+gunXL5pyoQwd4z/jQaTViZSod9kalYNuVRMRnKyp8XaFaj4uPc3HxcS5+PP0I3f77LtStsQ/YdXDX0IFHB2q6CwRBEM89isuFx9tvQ37uHDju7nAbMaKmu/TMSC1QYe7eaPz7MKf8xuW441UfKjYPQsN/m0r0epuMRq7dulX6OUTdlVagwuozj7D/RioUWoND98iRa7D6zGOsOfsY3Zv44N1u4Wgb4uHknla9fQ/3IV1ujs/ojbZzswRRV5AgOvFM4bi7I2TLZqQv+BTKq1cBACyJBF5Tp8Lj7bdqtnN10PG7GZi+4ya0BiPjOIsCxnUOxdsvhCLEU1zh+0n69EH+1q2m17OyL6P7xOFYeS4RaTJzingjDfxy+hFa3t+OUIvrxS++aFdAtiqotAYk5yuh0hqg/a8ep5DLRoC7EC78Z/ev1Pzdu0sOoLNY4Pr7w5CXZ1NOQRMXh5QZMxC8fn25tbwMRhqf/xmDLZcSSzzf0McFYzuHYFCbALgKSl+R7eXCR5iXGH1bFE+kK7V6HLqVhi2XEnEvvZDRNk+hxXvbb+Dk/QB8NaQleJzamyotXZEOpV4J+r8l00IuWd1MEARR3VgCAfz/9z/4LlgA2mAAx929prv0TKBpGruvJ2PZ4fslpmu35CrgwNuFb1o8l12kMV1z3r8lpt45CJG+eCGeRKfEwDXz8N3Z7ujeuxPa5j5G3pYtjPuJOnYELzi4at4YYZf8XbuRsXgxStseprx6FYnjxsP/yy8hfaOfw88xfd6O3EeRunKTeTQNnI7Lxum4bDTzk+CbYS0R4V+z31XslVyUXNNdIAiCIFA8zpS8+mpNd+OZQdM0dl0r/n1f0sYKAKAooL6XGC0CpGjqJ4FEyAWbRUGrNyKtQGXanJGvLM6MpOQKsaNxT0y4d7TE+wmaNSNZquoAWqeDUaMFS+y8Ej0V+bzZy2iRTfOtLqGY07sxRLy6M++cWJQIld5cVpe2NwUEQdQidedPHkFUEC8oCCFbNkOfkwOjQgGOnx9YPF5Nd6vSaJqG4vwF5O/cCdXNm6B1OvDDwyEdPAjSgQOd/h6P3knH+9tvwLoUdUMfF3w7rBVaBbnZfU/3kSMYQXTdo4fouHYZjixYiK/vKrDjavEkjpu6CBPv/onQlJvM60ePsv+NVNL99EJcjs81DZ4fZclt/p8AxYPvME8xWgQW17FpH+qBloHSZ6JmolGrRfbKVYxjLJEIXtPehXTIEHDc3UHr9ZCfPYvsH36EJi7O1E556TIU58/DpWvXUu+v1Rsxc9ctHLljm0Gika8LFr8Rgc7hng79vxTxOBjZIRgj2gfhRlI+Fh+6hzupMkabfTdTkaPQYs2YyDo1ICUIgiBqBlsiqekuVBnaYAAoqtzFb85SoNTiw523cPZBdonn3UVcDGwTgLYh7mgRIEWwB3Oyi6ZpJOYqcSdVhqjEfPz95EUMuHfSdN5XVYAJN/YBN/Yht4T7e05429lviXCA4tKlMgPoJno90ubNAy8oEMLWre1+TlqBCnP33cG5Uj5vTwW4CdHMXwI3IRccNgtavRGpBUrEpBaWutDjXnohBvx0Ae93b4Bp3RrU6sWZBEEQBPEs0+gNmLnrFo7eySjxfPMACcZ1CkWfFvXK3KQBFI81H2fLseNqMvZcT8aehq+ApiiMivvHtHATAJTtX0DDH74hafhrMU18PLJXroL8zBnQWi24AQFwHz0KHuPHV6pEalqBCp+Uke2AzaLQIkCKloHFGTUb+7pCzGcDoKDRG0zfZcrKprnpYgJOx2Xh6yEt0bF+SQWrCIKoSiRaQDyzOF5egJdXTXfDKWi9HukLPoXs4EHGcdWtW1DduoX87TsQtPZXcH18nPK8cw+y8eHOmzbB4ne7hWNGz4Zlp20vAz88HC49e0D+j3lyU3nlCpT9+2Fqhw4Y5hWA2NsP0TztPrg0M+0Nv2FDuLz8skPPtZdaZ8CR6HRsvZyIW8kFFbqGNtLISM9Fbmom/qHYUHH5aOQnxZhOIRjYJqBO71IvOvEXDHnm+jwUl4vgrVsgjIgwH+Nw4NqjB8RduiBx/FtQR0ebzuXv2FlqEF1vMGL6jps4HsP8csNmUZj6cn1M7+H45435ID0ilJnY6JeFDSoN1ua5Qg/zJPy5B9mYsjUKv41v55znEQRBEEQdQdM0io4dQ+6mzVDfuQOw2RC1bwevSZMg7tKlyp6bVajG2PVXEZdpWyewRYAUb78Qir4t/CDglv57maIohHqJEeolxhut/KHq8Q3ujpsAlxjbdODWPKdOqbaxZWXQNA1apSquj8rjgeLzn4lFmpayV66yCaCLOnaEICICqtu3oYqyqDeq1yP7p58R/Ns6u55xOjYL03fcLDEIzmFR6N28HgZHBqB1kDs8xCUvTjYaaSTmKXE5PhfbryTZLMzUG2ms/Ochjl+IxZqXPBDUtkWNZ9EiCIIgiOeJSmvApC3Xcf6RbUCzY5gH5vZpgtZBbhUeS1EUhQY+rljYrxlmvdoYe2+k4OvjXBwJ7YzmuU/AN2jxyC0QWS6e+PaJAoNrYaYqncGIPIUWGp0RRpoGn8uCVMiFkMMqHmMajWAJBM/0AgBVTAySxo2HUWEu4aNLTUXWN99Cdes2An5Y5dD4+m6qDOM3XEWuQmtzztuVj1EdgjGqQxD8pKVnk4zwlzKyaR68lYatJWTTTMxVYtTaS1jSwQOj+0aCJRDY3V+CIBxTd6M6BPEcyfp+hU0A3ZImNhYp772P0B3bK7V6DgAyZGq8v/0GdAbzRBaLAr4a0hLD2wVV6t4A4P/FF0hISID20WPGceXVqxACaFPCNQU8MRInzEV9dtUGN5VaPVaffozfrySa0jWViqbRJD8RXdLvomF+ChoUpMBFb05Jr2FxEC8NwMMTAZgWGIEG/Xriw15NIRXVvUFpwb69jNduI0cyAuiWWEIhfOfNReKo0aZj8jNnoM/JKV7YYoGmaSzYf9cmgO4vFeCXMW0dynbAuL9eD/mZM8jfuQvKq1dBa4sHtW8AaOFaD8s6jEOqq3nhyb8Pc/DBun+xZsrLYNXBmpYEQRAE4Yisr79B3saN5gN6PZSXLiPp0mX4LloIj9GjS7/YQblyDUauu2xTi1rIZeOT3o0xrnOoQ7+LhWIh2m7fhIxlX6Dgj72gaKNNGzVXAO8ZH8J7wniH++9MWUVq3E2V4U5KIZ7kyKHS6hD46A7CE+/CLyMB3hmJYGvMqRDZHh4QRERA0DwCrj16Qti85DFZXaG+fx+q27cZxwJWrYLkNXNK24K9+5C+YIHpteL8eWiTkiqciv/P22mYuesW9FYrhIVcNqa+HI5RHYPg41r+RCSLRSHMS4wQFzb6pEThctQpbDP647x/S0a7WBUbo/Y9xpez5iDIWwJJ/zfgNmyY0xY8EwRBEERdYVSrUbB3L1Q3boLt4QG3oUMhaNyoSp6l1RsxdVuUTQBdyGVjXt8mGNMxpFJzPUIeG2M6haBXM1/M33cHJ2Mtxg40MGvPbQi4bFNAtKakFqjw74Ns0+7m+xlF0OqN4Bp06JJ+Fy1yHqNhQQrCCjPAtahTzQ0IgCAiAsKWLSDp0wfcgIAafBfOQ9M0Mj5fwgigWyr6+28UnfgLkt6v2XXfm0n5GLf+qs0CTSGXjbl9mmB0x2Bw2fZlJuIr5Xj17kl0OHkAVwqAH1oNQYbYvPPcCAqfXs1HyvrpGCGWwW3wYEjf6AeWuOKlVgmCsB9F6hHYh6KoqMjIyMgoy9XwBFGF9Lm5eNjtFUBXTlAXQMCPP0DSq5fDz6JpGhM2XcPpOGaKw++Ht8LgyECH72tNn5uL5GnToL4dXW7bdJEHFnWeiFwPPxyf8ZJdNdjtcTk+F3P+iEZSnrLMdiyjAcPzotHr/ln456ZU+P6ZQjeca/wiXpwzDd0jwyrb3Wr14IUXYcg1J0EN27cXgmbNSm1P0zTi+/SFNiHBdCx482aIO3ZgtDt4KxUf7mTuFAvzEmPbxI4IcHO85jdN05AdPIjsVT9An26bIv6pfL4LPu0yCfFS5heDGfnXMXXmCAiaNHG4D8627d42/HDzB1MNIQ+hBw4PPAwuu+4tyiCeKWS1iRORMSZRExRXriJpfBnBZA4H4ceOghdU+YWUT6l1Bgxbc8lmF29ksBtWjGjttLGeLj0dT7bswP2TF6GTK1DIE+O6b2OcDoxEo/r1sHtKpxrLPpOQo8DvVxJxODod6bLiRZgCvQavP7mI159chp+ypOTzJRO0bAmPMW9C8vrroKp4wWlVyNuyBZnLvzS9FnXqhJBNG23aPRkyFOqYGNNrv+XL4TZ4ULn3/ysmA+/+fgMGqwB6xzAPfD20pV2fN1qvR+6Gjchbvx4Gmfnze9EvAj+1GoJ8AbPUQz1FDr479zM8NEUAhwPp633hM2cOOJ61Jw3nnLNz8E23bxjHyBwRUQuQMaYTkTEmYb3Dtrr+njeq1Uga/xZzsRyHg8Aff4DrK684/Xnz99/B9itJjGPh3mJseKu90+cSaZrG9qtJWHjgLiOLJ5dN4Y+pXSq9KcReRiONsw+zse1SIk7FZTES/LirCzHo8Tm8mngVUm3Zc54mFAWXbt3gMX4cxJ06VU2nq4km/gniy6lV7/LKKwj6ZXWF7xmbUYjhay6hUM0MoHcM88A3Q1sh2FNkVx8NcjmyV6xEwR9/gNaYywSo2DxsjHgdf9Z/weaamTd24dWka2C5uMB97Bh4vfturSpnO/DgQKQWpZpev9n0TcxoO6MGe0QQABwcY5Kd6ARRyxUeP84IoLM9PBDw/ffg+Pgg/dNPobpxw9z20KFKBdH/iEqxCaB/0ruJUwPoAMDx9ETotm2QHfoT+Tt3FqcOtUIFBmODVyT+DGgHFVcA6AyY80c0dkzq5NRdwkqtHl8fj8OmiwmltukRLMar3AI0TLkH8em/YMzKtPs5vqoCDLt1GJnvnMe3w6Zh0oyR1bYrnTYaQWs0oAQCh9ITGVUqxmtuObt+KIoCNziIEUS3XvGZVaTGZ4diGMcC3ITYPqljmWmOyqPLzELGokWQnz1bblt3jRxfXFiLOS9NQ7Krr+n4GtcWaDV2Mpq/NQJekyc/0ymtCIIgiOdbwa5dZTfQ61Gwbx98PvzQac9c8fcDmwB69yY+WP1mZJmp2+3F9fNDo08+QtDMDzF1WxSj7vrt5AL8cPIhZr9WvQvmzsRlYcOFBFNNbhetEq0LUtAh4x56JEdBolOVcwdb6uhopM2JRv6u3fD/Yhl4oaFO7nXVMhQx0/kLWzQvsZ2gRXNGEN1YVFhiO0t3UmR4f8dNRgCdooD5fZrinRfD7PpOoX7wAOnz5jP68FSX9Bg0z3mCb9uOwrV6TU1WOBo+AAAgAElEQVTHM8ReWNh5Ilac+wE8vR6yg4cgP/cv6i1aCEmfPhV+dlVrusTc50YeVbM7kCAIgqg5169fr5HnFuz5wybbDPR6ZC5dBpeuXZ26+O/sg2ybAHqTeq74fWJHeLrwnfacpyiKwpsdQ+Au4uEDi7GGzkBj1p7bODz9xWpZrEnTNI7cScc3J+KQmGsOkHuoZGhYkIKXUm/jxbRo8I225WzKuTHkp09Dfvo0pAP6w3f+/DpbokafaVU+UiqF98yZyFi82HRMl5GBipJr9Ji4+bpNAH1y1/qY27uJ3XPW8vMXkL5wYYmbgIQGLaZF70er7If4qt0Y6NnmUN6q1kMRWpiORgUpyP1lDYr+/hv+y5dD2LKlzX0IgqgcEkQnCDsZtVpQHA4oln0pWRylS2budnYbMgTiTh0BAN4fvI+ktyeYzmmTK74z2lpWoRpLDt9jHGsf6o4pXes7fM+yUFwu3IYMhtuQwVDHxkJ97z6M8iKwRCLw6teHsHVrRF5Pwe595gD7lSd5+P1KIsZ2DnVKH7IK1Ri34SpiM2xrcfqxdfhQ/wCt754HfeCh6bhtUlALPB7YIhForRZGZcmrO31VBXh9y3JsuX4J/X75CmG+khLbVZahoAAF+/ZDtn8fNI/jAaMRYLMhaNwY0qFDIO3fH2wXlwrdiyUSwWDxfrRPEkqd4ASKB/HaxETmPSxSCz1N415gkTKfx2Fh49vtKxVAV9+/j6SJkxi75i1xfHwgiIgALzQUFJcLo1wO4YM4LLu5DVM7v1e8WAOAmsPHipZD8OWPP0N5/TqCfvqJpEYiCIIgnkmaR48Yr/2++hK6pCTkrP7F3ObhQ+vLHHYjKR/r/o1nHHupoRd+GRNZZRONQh4bv45ti7c3XsOlePMYYc3ZeLwWUQ8tA6t+p1COXINFB+/i6J0MeKhkGJ14Ba8k30CgwrZeZ0m0FBs6Nhc8gw5c2lBiG1VUFOIHDkK9RYsqtEO7tmC7MsfCqlu3bdrQNA2VVQYrlqTsiVyN3oCP99yCVm8evbMo4PvhrTGwjX3pSYtOnUbqzJmMnUGWOP5+CIiIwEo/HT5TFeAfnfkzFe8WgB2Ne2H8/eMAAEN+PlJnfgRV9B34zJldK+rbi8PM41wvH68yWhIEQRB1Udu2bWvkuaqb5k0/7mPHQnbwIIyFhdClpUGfmQmuv79TnlOo1mHuXuY4IcRThK3vVE0A3VLfFn5Qag2Ytcc8fnmYJceqfx5iTu+qXayZI9dg4YG7OHa3OAAcVJSJ159cwgtp0fBSl7/YEADULA6MLDYEei1YKDlDgezgISguXkLAqpUQRUY6rf/VhevHTK9vkMkYAXQAdn0Wvzp2Hyn5zIWv07s3wMxejewe1+WuX4+sb74t+SRFgRcaCkGzZnjDyxPeuiTMUoRCRxXHI4wsNla0GYFVZ1eCZzRA++gxEka/Cf/lX0Dav79d/SAIomwkiE4QFSQ7fAQ5P/8M7ZMnoAQCSPr0ge8nc8B2q9qJN5aIGVRUP4gDTdOgKArq+7HMtkLHA5AbLyagyGIVnYDLwtdDW1VLbWhBkyYlps4e0T4IR+9mmHbrAMBPpx9hZAf768pYS8lX4s3frjBWagIAX6/Fl4WX0Ozq36DV6lKGkKUwGuHSswd8Pv4YtFYLdUwMZP+cRMGfh8HWaRlNe947jdPjp0Gz/ic0CXDeZ4g2GpGz+hfkrltnO9FnMEB97x7US+4h+9vv4D3jQ7iPHVvuIE/QqBEUOeZJXtn+fWUG0VVRUdAlWqwAZrHAb9jA9PJETAb+vsfczf9Rr0Zo5OtagXdYMnVcHBLHvwVjIfOLAsXnQ9r/jTLruIfodJjz+0l8HmuelI72boC/Qtqj96XLSJoyBcHr1lXqzxdBEARB1EYsqwV1BTt2wiCXM46xxRVbdFceta54gtEy5aW/VIDVb1ZdAP0pAZeNNWPb4tUVZ5FZWDw+MhhpfLy76ncKHY5Ow6KDMTDk5eLju4fRLeUmOCXUai+LlifA7vCXsT/8JfgrctGoIBkvp9xCu6w4RjtarUb6/PkwyovgMW6cM9+GDc2TJ9Dcvw+jRguOlxdE7duBJSi/rrg10X+Lg59SXrsG2aFDjMm//B07oLl/39yIoiBq377M+/548hEeZDI/y18ObuFQAD3lgw8AA3PxAksigdvQoXAfMRy8kBDT8V8MRkzZGoVTsVmmY7sbdUeXtDtoKDOntMzbuBG0Xg/f+fNqRSCdIAiCIJyN7eZu+u/CQ4fM8zVsNliujs//WPvyaKypPA5QvGhu5YjW8Hat2gD6U0PbBuJyfC7+iDJvbFpz9jH6NPdDi8Cq2b19/G4G5u2LRr5Sh6CiTEyNPojI7Af238jTCydfGIL1hgCEFGagaV4ieiVdQ7gsjdFMn52NpAnvIGj1zxB36eKkd1E9eKGhELZpA9XNm6W2cRs0sEL3uvgoB9suMzMejOoQ7FAAPWftOmR//73NcY6/H9xHjYLb4MGMEkADAHCi0/HedvPilASpH2OxJvR6pM35BKBpSAcMsKs/BEGUrnq20hJEHZe/Zw/SZs2C9skTAMUTVLL9+5H41ts2qa6dTdSRWXtGcfYcEkeOQvL77yPrG2b9OutJqIrS6A3YdS2ZcezjXo0R5lWzu28pisJXg1tAaJHaM7NQg5P37U+nbimrUF1iAL27Ng17o35G03N/glarS7m6DHo9ZH/sRXz//lDH3INr9+4IXP4Fmp4/B+Ow0TBald3onBCFk1NnITFXUcoN7UMbjUibOxc5P/1U6k6Zp4xKJTKXf4msr74qtx6W29AhjNf5u/dAdetWiW0NcgUyli9nHHPt0R0cDw/T61/PMXegtQ5yw6SXHM94oM/PR/KkyTYBdGFkJOofPAC/pUtLDaADxVkR3hr/Gl5qyNx5s7dBN9AAVNejkL5ggcP9IwiCIIiyqKKjkTBiJO43i8CTIUOhvHat2p7t8ko3Zl9u34b28WOrNs6pWbknKgXx2cwxz1dDWsJVUD1lU6RCLr4c3IJx7GGWHPtvpJZyReXQNI0vjtzD+9tvIuLBVfx68lv0TI6yO4AOAC4aBSbcO4ptt36Dp4iLf4LbY2GXSXin5ye44tvUpn3m8i9RsP+AM96GDfm5c0gcMxbxffoi9aOPkT5vHpInTcLDl7sh839fQ5+fb9f9BI0aQWi1Qy5tzid4MnwEMpYsxZPBQ5C5ZCnjvEvXruAFlh4Mj0mT4ZezzM/xkMhAjGhfdkkia+q4B0idOdMmgO7auzfCjx+D75zZjAA6AHDZLKwY3ho+FhP3RoqFH159DwYeczI/f+tW5G/dZlefCIIgCMIe+txcKK9dA21RJrK6uA0fBnCK9+8ZZOZSPtJ+/cB2UhA9XabC7uvM+cxJXeujTbB7KVdUjYX9msFXYvG7nwZWn3lUxhWO23opAVO3RUEmV2PYg1P46fQKxwLoAATZGXjjwM84LD+JN16NxIVWPfB+t5mY9eI0PJEwd3DTajWS33sfqhJKctZ29RYvBktSciZQyeuvw6VHj3LvodUb8ck+ZsaDMC8xFvVrZncAvfDYMdsAOosFj3cmIPzYMXhNmsQIoD/1eks/DLEqubqncQ8kuNZjHEubvwDKGirjQBDPIhJEJ4hyGNVqZH37XYnnNLGxKNi3r0qfL+rQHvxGzNp0qtu3If/nJGAR/KR4PLgPH+7QM47dyUCewrxT2lXAwZud7Jtkqir+bkKbHSNbLyeW0rp8ap0Bb228ZhNAn6GOwezjK8FOL2cilc2GS/fukA4eBH6TJkAJNZwM2TlImTYN2T/9DJqmwZZKEbF0IQK3boFc4sFo2/3hBXy38FfIVJX/QpO9YiUKD/1Z4rnS6nrnbd6CvM2by7yva8+eYHtbBJj1eiS+9Tayf/wJuqziXTa0VgvZ4SNIGDYMmnv3Gde7jRxp+u+7qTLcTCpgnP/fkJZgVyLjQeayL6DPymIc8xg/DiFbt1S4LihFUfhycAtwLPqR4uqD217FO+gLjx5D4fHjDveRIAiCIEpikMuRNGkyVLdvgyUUQh0Tg6QpU6EvpTSJs7mPHAmOVYpDS4IWLeDas/xJpfLQNI1tl5jjtxHtgtC1kXel722P7k18bSaetlxKLHdBob1omsb8/Xex7lw8Jt79E/OvbYNUW/aiSUoohGvv1+Daq1epKSWlyY/x5d/fY024Em4iLtJcvLG40wR812YEtCxmkrmMzz+3Ka9TWdk//4zkyVNKnJQzymTI27gRCcOGQ5uUVMLVpfOZ8aHNmFodHY387duhvscsN0VxufD64IMy77f6zGNGHXRfCR+L+jWzq0+0Toe0eXOZC1MpCvUWf4bAlSsYC0StSUW2CzYe6Xh4/NVasK2uy/r+e2gTEuzqG0EQBEFUhPz8BSguXgTbwwO5GzbavdCtsgRNmiBw1UrzWJPNhnTAANT7bJHTnrHjajLjd36YlxgzezYq44qqIRVy8cVA5u/+v+5lIkPmwAadMmy68AQLD8aAr9fisysbMeHeUfDKqXfO9vCApP8bEL/wQqnZVPWnT6L3D5/gxKAgDG8fhBiv+pje7UPsbshcTEurVEibNbvKN5Q5m6BxI4Tt/QOS/m+AJRIBAHjh4fBd+Cn8v/5fhYLgx2MykJxnft8UBXw9tCWEPPsyWumzs5Gx+HPGMZZIhOAN6+E7ezZY/LIzKCx6g7lgwwAKf705C7Cc9zUYkDZ/QamlRgmCsA8JohNEOTSPH8NosWLSmirqRqnnnIGiKPj/7yubdJvWfBd+alPnpaKsg9LD2gZBxKs91R7GdmLu8LjwKBePs+WltC7byn8e4l46c8fyHO09vHZ8Y3HdcEsc5v8DSiBAyOZNCFr9M/yXL0f9A/vR6OIF+M6bC26I7aKDnJ9+Qs6PP5peS9u3Q8u9u6CQMlcTjrywA1/vuuzQ+3lKl5qK3PXrGcdYUim8Z85Ew/P/osmdaDQ4fQpe094FZZWWPHvlKsaqYGsUjwefjz9mHKPVauT8/DMedX0ZD158CbFt2zGyNTwlfrkrI9XTNqvP2ksNvdC4nuMrkItOnULhkSOMY+5jxsBn7lxQJSxwKEuguwi9mzNXbx4OM/c94/Ml1f6lkyAIgni2Kf79F0aZDJK+fdDo2lW4DRsGWqlE0cmT1fJ8tqsrQjZuKF4YaEXUuROCfl0DilP5MeG1hHzEZRaZn8uiMKNXw0rf1xEzejaE5TzZvfRC3EwuKP0COxXvQL+PHVcSMfXOQQx5dNa2kdUYhePri/qHDiJw5UoE/vgDGpw6ifATx+ExYYLNrhlao0HIqiU43BZ4LcIXoCj8E9Ien3WawAik02o10hd8Ctp6fOug/D17kPPjT+W206WkIGnSJBjkFc+0JGrfHn5fLCtxcaolisuF/3ffQti89AxDWYVqnPivNuhTSwc0h1RkX8aD3PXrbRaG1lu8GO4Wi0PL0qOpLwa0Zi6G2JVqRPDGDYzvdbRajbQFnzp9IQdBEARB6JKTIH3jDfDDw+Exbizkp89Uex9ce/RAg7//Qvg/f6PRpYvF85v/BTErS2cwYsdV5sK9CS+GQcCt2jJBpenR1AcNfcy/4w1G2qZ/lbH/ZgoW/3kPXIMOn13ZiA6ZseVeI2jVEuF/nUDA118jeP1vaHjpIkJ2bId0QH9m0BWAPjMTuRMnYGmkKza93R6ebmJsjHgdvzZn1tfWJiYie+Uqp70vS+q4OKR+9DEedHkBDzp2QvK706CMinLKvXlBQQj4+ms0irqOJnfvIPzIYXi8+WaF5w6tFwSPbB+M9qGlL6osTcbSZYw5WIrLRdDaXyHu1KmMq8ykQi4W9WOOhY/lsuC6/GvGMV1SErJXVc3PiSCeNySIThDlKHfisIprOAKAoGlThO7YDlG7djbnuIGBCPhhFdyHDXPo3tlFGkQlMgODtWUX+lPN/CVoF8JMxfRXjP0p3W8m5WPtOWZqx7d4mXjl2EabtqJOnQA9czWn39KlNj8DtlQKj/HjEf7nn/Ca9q7N5F/O6l9QcMCcTpMfFIhmG9fByDK3c9fI4bJ7C07FOp6mPn/XbsYiALanJ8L+2AOvKZPB8SreRc7184P39OkI3bmD8aWFVqshO1B2yk+3gQPh9d57JZ4z5OQAJaQGEzRvjoDvvjOt6CxS63DgFnOnv/UCCXvQNI3sn5iTufymTeH7yRyHa0ta9+eSXwRyBcWT14b8fBTs3OlYZwmCIAiiBBS/uIa0PicXurR0U2YVltWCt6rECw1F2L69CN60Ed4zPoT3xx8hdPcuBG/YUOZuW3tsv8KcdOrZ1Ad+0up7j5aCPETo3tiHcez3y86b4DxwKxW/nX+CAfHnMSD+POMcxeVCGBnJTA/O4SBw9c/gBQUx2vJCQuA7ZzbCjx2Fa+/ezIfo9ZDPn4OVHVzxef/iSbRbPo3wc8tBjGbK69dR5IRMOkaNBtnf2dZsFLZqBdfevcGWMut96hKTULBzh13PcBs4ECFbt0DUuYQJRIqC+OWuCNm+HZJXXy3zPjuvJUNvsSMt3FuMXs187eqLUalE7voNjGOSvn3gPsK+rF9TXw5nvL74OBcp7v7wtSoTpIqKgvJy5RbUVkb2qWzTP7FHy5+QJwiCIOoG2lA8R7R27Vr8umYNNp88ibVr11Z7PygOB7zAQLBLSaftqJP3s5BdZM4YI+axMahN6eVeqhpFURjbmTmntPNaEozGyi+Ue5KjwLx9xWnUP7i1F22yHzLOs93cwKvPLJPI9vJC0Jo1YFss3qMoCqI2beD/v/+h/r69EDRvzrjGkJ+PpIkT8ZK/EPunvYD63mIcaNAVR0I7M9rlbdkCjdUmmsqSnzuHhKHDUHj0KAx5eTDIZJCfPo3EMWNRsNd5WWApirJ7kXBsRiGuJuQxjr3zYqjdz1bHPUDRX38xjnl/OL3E+f6y9G5eDwFu5u9Sap0RJ9wbw330aEa7/O07qi3DGUE8y0gQnSDKwW/QABz/0nd4u3R9uXr60bAhQrZtRf0/D6Heks/hu2ghgjdtQvhfJ8qdTCrL3VTmDuTmARKEe5e9670m9LfayXEn1b4dQ2qdAbP23Ibl2DVMSGP0ua02afEDfvrRpr62a6+ekPR7vdT7UzwevKdPR8jWLWBZ1XbKXPYFdBnmHTGiZk3h+e5URpteSdexeNd1h9K600YjCvbuZRzznj7dZjL2KUHjxvCcNJFxLH/PnnKf4/3B+6i3eDGoCqwalvTtg5DNmxiD9esJ+VDrzIF+P6kA3Zv4lHR5haijo5k7hCgK/su/KDV1fUV0CPNAI19zn40stimlO1C8WIHWl50qiyAIgiAqyuXFF8ANCYby6lU87tkT8rNnwfH1hWsF6vI5E8ViQdypE7ymToXXpEkQtmzp8II0azRN49+HOYxjYzuFOuXejhpjNcF5/lG2U+6bWajGZwdjECDPxtsxzEw5bA8PBG/aCM1D5qSn1+TJEEaUvrOa4+mJwJUrUG/xYlhuoac1GqTPm4dx7QPw9dCWAIC/Qjrgmi8zq0De79sr+a6AohMnYCgwj70pLhfBmzYidNdOBK5cgQZnTsPV6vtI/s5ddu+CF0VGImTjRtQ/dhT1li6BzyefwO+LZQj/6wSCf/0VwhbNy7yepmnsusasizq2U4jdn2XZkSMwFllkTpBK4btwoV33AICmfhK0D2UuBN51LRnSgQMgfuklxvH87fYtOnCmxI2Jpn8urLpQY/0gCIIgnEvYpjXytmzFlClTMO2jjzBj9c+YMmVKTXfLaS7HM4ODgyID4MKv2ayag9oEQGSR3juzUIOE3Ipn5ymJ0Uhjzh+3odYZ0TE9Br2SmWV1+I0bw3/FCmjj4xnH/RZ/Bo576bXh+Q0bInTnDriNYmbZ0aelI/Orr+DvJsTOSZ0Q4inC+ojXkSm0uBdNO3WTiVGlQtrceaBL2KADmkbGkiXQZWbZnqsme6NSGK871/dEAx/7s2rmWy0yFUREwOOtt+y+D5tFYXRH5ga4PdeT4fPxR4wYBq3TOXUBAkE8r0gQnSDKQbHZ8Fu6tMTAnEuPHpD07VOt/eE3bAj34cPhMXo0xJ06gmJV7o/xHasgesvAkuvj1LQWAcwdLtb9Ls+miwl4nM0cuH6b/y8MFsFtsFgIWLUSXB8fZv1FioLPJ59UaAJOFBmJ4N/WgRIITMeMcjkyPlvMaOc7ZTJoN/MAVKxXI+L+Zfx4kjmxWhH6zEwYLFYWUjwepG/0K/MaN6vMBdpHj2HUast9lvvIEWh49gx8FywAv2EDxjmWVAr3MWNQ/8hhBHz/PVhiMeN8dArzZ9a9iQ84bMc/v9aBf5euXSFo2tTh+wHFK1J7NmXuVnrkFWr6b31GBuT//lupZxAEQRDEUxSPh5DNm+E2fDj4TZtCOmgQQn7f5rQ0l7VBukyNXIV5jCHkstE53LOMK6reiw28wOOYxyCZhRpkFVWuZiVN05i/7w4KVTrMvLELfIv6lCxXVwRv3AjtkyfM4Ky7OzynTK7Q/d1HjigOpFvQ3LuP3PXrMbxdEOb2aQJQFNZapdxURUVBHRfn+BsDID/P3FHvNmokI+UkSyhEvc8XM9KC6lJSHK7Jzg8Lg/uwYfB8+y24DRlS6sJQa2kyNVILzLUq+RwWBrcNtPv5BXv+YLx2GzGizEnosrzZkblg41pCPiiKgtfkSYzjRadOQZ/DXGxCEARBEJUhjIiA+5ujy29YR1nPC77U0LuGemLmKuCiTTBzXtXe+UtrGy8m4FpCPsRaFabfYo5ReGFhCN60EfK/mbubRe3bw7Vnz3LvTXE4qLdoEdyGDWUcl+3dB/m/5+EjEWDz2x1AicXY0pSZGalg336n1UaXnz4NQ15eqedpjQaFhw875VmOsM7gOrJDxcamloxqNQoPHmIc85w00eHSWcPbBTFKVMVlFkHJ4cNjzFhGu4Ldu0nZIIKopNpT9JggajGXF15AyM4dyF33GzSxsWBJJJD07QOPMWMqHcSuaTZBdKtgdW3R1E8CDosypWdMzlOhQKmFm4hX7rUGI42tVrVr3mokgug75g4hj7fegusrryBrxUrGcZeuXcELrPgEnLBVK/h8NBOZy780HZOfPQvV3RhTDUeKx4PXyOHIXfOrqU2n9Lv49noyPnq1kV016Y1yZn14bkBAuZPvHC8vsKVSRh0eY1ERWJ7lT2qzXV3hMXYMPMaOgVGhgEEuB4vPB0siKfPPg/VnzXphhL1U15irb61XzzpCY9CgnmcRKJ55R1psIz+kWWR5Vd46Bc/IMJtrXXgu8BJ62RynaRqJhY5NIvPYPPi7+GNY42E4En8Eerp4Qp6Cc3YHEgRBEDWPW68e/JZ8XtPdqDLWv/8j/CVgs2r29xiXzULTeq64bbHA726qDN2bCMq4qmzH72bgZGwWWmc/REReAuOc74L5EDRuhOyVzDGm29ChYPH5FX6G+4jhUF65jMKjx0zHctdvgMe4cZj8Un2cjs3ClSfALa8GaJ3zyNSm6ORJCBo3duyNAYzxIoASU05y3N3Bb9iAkSXIcvd6dbiTYjvWlAjsy1BkVCqhvnuXccxtuH1p3C2ZFoywVKA4ctzPycWjfD+wG3khu3UwdElPB5kGGK6dgEuXF2zu4SH0gIRnmwJXY9AgXZ7uUL+ejlsntpiIb/CNQ/cgCIIgar+K1nuua/QGI2LSnDvH5CwtAtxw4ZF5o8udFBkGtHYszXy+QotvTxQvhuyTeBkeGvNiTLDZCPjuW3Dc3VF08hTjOnsWT1AUBd9PP4Xyxk1oH5tLYOasXg2Xl15EqJcYc/s0wdJ9aky+ewhSbfEGJWNREZTXrsGla1eH3pslbRIzk5CoUydwfLxReOhPizbOK79kD73BiHvpzGylHcLsL3mlvncfRqXS9Jrt7VWp7GPernyEeYnxJC8DYBcvBj71KAbNX22L9M1c865+ZQoQH2Uq9WnJz8UPfLbtd5FCbSHyVKUvaijL03Hr1JZTsf7uetNxDouEIYm6i3x6HXDjxg2H0htGRkYiKiqqxHNt27bFjRs3HOpPaauJJk+ejHXr1jl0z+vXr6Nt27Y2x9euXetw6p9ff/0Vkyfb7rSIiopCOztrfzw1adKkUuv5OJqCsrSfkzAiAgP+PWf+Oe3ZDbz9doXvW1d+TvfdVwIdPrQ5Xtt+TjzfcNyfdKXEnUwV+fP0+X//MHwyB/Sc2TYTZ5K+fSr1c9oTEooIgQD5O3dAuGyZ+XhhEd6Ps6g7GBcLnDsAcQXm0S3/PFEWdVNj1GoMO36Mke6zoibOno11GzaUeM4Zf56sU/Avmdgfo+7cdui++sJC5u4mFgvijh0r9XOavW02RGEinEo6A1Gwua7W7XOZ6HnJotbTpWXAR8tKuIOt4QuGo/OgzjjwmFlzvii+CDfmOfZ3fv3X6qPd+yX/WXT233sA+f1Um/7eq20/J7KamSCIioixKR1USyY4A6WMIPqdlEJ0b2Jf7WxL688XjxX6PbnIOC7u+hKkAwYAQIljTHv5LlwIxYWLpsC2sagIhUePwm3oUHwztBVeW3kO5wJbM4Lo6ph7pd2uQqwXZ2riHgBW6duNKhV0CcxFg9ZZiaqabZkq+z9r6thYwCINPS80FLxAxya+9UY9ruechFvAP1AjHWxh8f+ft4+vB5tNwfiqArTKHNxgZawCdcL2924b7zYIlYbaHM9X5+NMyhmH+hYmCUNrn9ZIKqyZCWmCIAiCqIwnOQpGuUBPMQ9+UscXQzqTdTD/bprjO9H3RCVDpTOAoo3o++QS45znxIkQNGsGfXY29JmZpuMUjwfX7t3teg6Lz4f/8i+QMMK8OUV18ybUsbEQNGmCMR1DcPROOi5GN0efxCumNuqYGKcE0TlezLld5eXLJbSxDQJXh8fZzM+alwsf9ST2f9bUMTGM1+L27R0uRynXynE4/jBEvtEQCO+C9d9GoC9uciHksWAczUWeBCUAACAASURBVAatN/eZfXE6wLfdhPZK4CtwE9hmpE2QJeBm9k2H+vZ03Hox7SJYlHmjlbNKhRFETSBBdKJEZGL8+eUudryedHUrVNtfP7w8NE3bDGwEzZsDR46UckXFFR4+gnrz5pkmFDnezhkAcn18QIlEoC1WNDqkClcoF6l1yCw0B6a5bAoCjuPP0zx4wHjND68PlsViAkfczL4JsVgMlV4BFtsA09+ClOM10B8XPAbSAYWWWUpApXNOyiuCIAiCqO2y5RrG63AflxrqCVMDb2Y/cqz6aY97aYW4npgPN3UROqUzx5FekyeDoijoMrOgzzZnuqF4PPAbNLC+Vbk47u5wGz4cuRaLnPJ374Hb0KEI9hTh/e4NsC+bGcy2HtvaSxTZFkXHjpuft20b3AYPAjfAHFzOWb2aubvG3R38MNvMPVXpvtUuoZaBDgbRLQjKqFdfFpqm8cONH3Al4wr4rgrodEWg2MWfMYVOB7aBAs02gLaYz6RoDSit7ffw2LxYpCnSbI5r9BqbMWZFJRUmQamv5HcHgiAIgqghlqWCAKC+t7jWBOnqezMXEeYpyi+dWBKjkca2y8WL3VplP4Kf0rwzmOLx4PHWeACAymqcx2/cGBSv/Kyd1oStWkHUuROUl8wB7ILde1Bv0UKwWBQ+eyMCP5wMZATRc27chjNmNl169AC17AvQ6lLKK1EUJK/3dcKT7BebwRxftgiQOPRZU8dZjzGbO9QflV6Fzy5+hhR5ClRsDVi8XNMYU23QwqhlgebRoC0ShVIGFSit7Rz6zayb4HNK2ImuKXR4jFnauJUg6rK6nYeaqDIpH3yAvC1bzak/iOcGpw6lp1frDE6/J63RMFNPcjjghYY6595qNVR3zYNbZ6XVong8SPuVXQO9Qvepwi8cKi3zZyUV8hzZLG9ikDEHsRx/f8dvVgf5if3AZdedBS8EQRDE80tjsXMDKK6JXhsIecx+VGZcufVycdC6WV4C2OZleOA1CIfwv+wp+gxm2m1eeLjDu0/cRoxgvFbfvWsKYI/qEIx0D+a4SJ+RAdrI/DnYQzqgPyiBeceNQSbD435vIH3hImSvXo0nw0cgd91vzD4OGezw+3OUTMX87hrgZv8CS2Mhc4zJdXCMGS+Lx5WM4klmHof5/erpJ8Rm7E0WshMEQRBEhViP2wS1ZHwJ2I511TrHxmDnHmYjKa94fNciJ55xzrX3a+C4uwMA9OnMMSa/UUOHngcA7iNHMV4rr5vLKDb1k0DYuBHjfG48Mw27ozju7vCZM7vU854TJ4Jfv75TnmWvQqvxpb8D40sAMFrNY3IDHBtjXki9gBR5SvE9OKXM4dfCMWawa3BNd4EgHEZ2ohMl0qdnIHP5csjPnEHg6p/BEtSOlDgEYakqgr60lrlClMXnO7WGlDomBuKOHZx2v6fcR41Ewe7dTr+vs2j0zC8NfA4LpawvrRgj8wsTxXLSggSKAo/Ng1anh9743yCTrvzCEh6buQpYy3JsJTJQXEfogzYfVLZLBEEQVY6maSivXEHhseMw5OWCF1YfboMHOW1xGlFH1I5NQTas55JYDo4rDUYah28X77ZoWJDCOCfu0sU0XrUZY1Yigw4vMAC8kBBzaRujEerYOIgi28BDzEPv1kHQHWCDazFeonU6UHbUX7fElkjg8dZ45K751Xw/lQoFe/aU2J4lkcB97DiHnlUZNuNNBybUaYPVYgq2Y+PAIq25ZimLokDTLMBYPP3C5rDBY7MAGGAwmDMgUGCBxbbdOcYuZZz7dNzqiNLuSRAEQRB1QW3ZdV4S63Clo109esccHG9YwAxWi7t0MT/PZozJLMNjD3GnjozXmkePYFSpTOPWXm3DAIupR4VCBZqmnfLz8Bg9GhwPT+T8/BM0D4vLEnEDA+E5cSLcRgyv9P0dZT2+tF4cWVE2C1od3MRWqDUH41kUBdAs0P+NMSmKBR6bDdoAGA3m4D+LzQZVwpixtJ8bm8V26hizjU8b9A7t7dD9CKI2IEF0B5RVk9RRzr4fUFwftrR6rAD+z955R0dR/X34mS3ZTd30nhBCDST0KgIKAoKKWAEVAUHBLnYQFUXB9rO9imADFUFEBTsoIiDSewi9pvdets/7R0h2Zzc9IQkyzzkenDsz997Jbjaf/VayFy8h6913a5yjZNs2Ml5dQMj8l4Hy/qhV9Y1tDL17974o5eMvxpwt8To1hPq8Tt3mradQbytXfefkEVVe1xpep+lf7GbD0czKY001wsX+dVr421GWbLFFbN43JJrpx9aRY/cz973nHoIuRDxay6RltkWjEVEUG/w65X75JRkLFlYeGy6U78kqMhB95Y28cF82Rw1qTuvCyNV6Itr1i3FVK+kQ5EFcmI64MB2xYTpiQrxQKpxFjjYmBs/R19L193Uc6dRZck7p64s6JARjUpJTdg2Az513Evz83Bqfo7GvveOeLVaxUb9PxVv/lc53oS9ofV+nAkMB9/0p/V15Y8gbzFkTT3Je+XvBtQO8ffP3BF8onSVoXIj48MMG7x2AIcCU+t+mUqiI8YvBy8WryvPy557896kpuRivk8zlg2g2k/rsbAp/+UUynvP55wTPfQ6fCROquVPmv4bGoX1LqbHhbVKakhKHKjkNNYidySqmyFD+TG0LpKULXe1KgTtmZTsaPOuLtmtXmxMd0B87iluvngDc1iMUpYOhTlA17qt/wMMPYzx/XlLWvSoUbm5ELPoQdVBgo9ZrCFXpzfqi0EqDGyo0ZmMQRcCqQZ8xFoCb+0VwbWwIpQcOkP21TVNqYqIJeuKJRq9XX76l9QbiysjIyNSEKT0da3ExLtHRCJdQVUWZxuNoDyw1Nn2lyobiqHWrs13WxqFkmwaJLpRmm9trTJpQYyp1OtSRkZgSy8vIY7ViOHUK17g4AAZFepJid71eVJBeqCdE17j2ihV4XTsKr2tHYc7ORrRYUAUGtnjAhKO+tDZAXwJOCYpNozFFrMYgjLmDAIiJ9GbWkI4U/LiWgp9tbUm9Rg/Fe9QtjV6vIXhrvInxi5H0R5eRudRoVU50QRDCgZeBawE/IA1YC7wkimJeHec4B7Sp5nSGKIrBTbDVSx5rWRk5S5dKBwUBl6gojElJYLb9wc//4Qf8H3oQdVBQM+9SpjnwcXeRONHP55bi496waLOLzfkcad8+H7fa9xmfIhUlsWE6LLukY/YldAStFoW7O9aS8t4vosmEKTkZl4iIBu3ZvlekRVCwqdSN3z/byT8nsy88RPdq7y0zWTiUXCARzkFeGib2i2Riv0iCvKQCLPTVV0lMTaPs4EHJuCU3F0tuLlXhPngwQc8+U9/HqjeOXxpKGmlAd8xiNBw7hmi1NvqLs6eLJ4PCBmEtNWApsQVUxJ4TCC8pF8qamGiiwwY1ah0ZGZnmQ9aXLUP2xx87OdABMJtJn/cSmk6dcOvZs/k3JtPsBDvolRMZRdVc2bycdNhHsK5hlbfstaaHSRqMaa8Dlf4BknPGs2cbpV3s5wawFtqeJ8aSR5pdHlS+iztFJitejaiuJCiVhL31Frldu5KzdBmWnByna9yvuILAZ59B27FjFTNcfBzLpzqW36wLLg593A1HjjZqT1DuzLeUtcFSUv5z6aiLZVBYG7LWHCD7rO118h7QnRBZY8rIXDLIGrPlsJaVkfrMsxT98QdQbh8Ie+9dtJ06tfDOZJqLQE9pdZ1TmcVNlhHdWE5lFkuOHW13dUFvsnDSbh73GjSmKkCqMQ1nTtd7PencoTYnOmCxS8axnjsnuTZf60l8ckGTOdErUPk3Raf1psGxVYC9Db0+OGnMo02hMcFc3LlSYwapQxgU1oukQ8spttOYIWFX4i1rTBmZBtNqnOiCILQDtgGBwI/AMaAf8ChwrSAIg0RRdP6mXjUFQFUp1sVVjF2WFG/ejNUu4knh7k6blSvQduyIKTWVc3fdhTn1QpSbxULhL7/gN21aC+1W5mLSNdRL4pyOTymgR4R3C+6oakoMZk5nSX+FY0I8a7xHFEUOOzjR48J05SrDDvty7YIgoO3ShdLduyvH9AkJDXaio1BQqtLwU/QgfosaSJabD1Q40BtARqGBdzec5P82nmJU1yDuHRxNz8jyPkgKNzciP/+M1NlzKr9M1oTu1lsIeeGFZulXqXNVo1EpKssgFenNZBTqG/RlAspFvVKnq4zctJaWYjh5Cm2n+hlttyRvIbvU9nqoBBUlBnNlFnoFvgabYVrbtUuD9iwjI9P8yPqyZRDNZvK+Wl7jNXlffSU70S8TYsOk1VPiU5yr4rQE9kGKUB5o2RDsnehK0bFMo01jqsNCUeh0ld/BrCUlGM+dRxMtNajVGQfnu2hXul04cQwLAsmegZzyDuOgf3u8fkog3McNrVpJgKeG2DAv2gd4oKpHuXJBqcRv+nR8776bor83oT9yBNFgQBXgj8fVwxr+LE1EGz83tp+xfaQfSSvk6s71y4jX2md2AfpjxyRlTOvKX4l/VWrMYosBBJuBu41veZnVsgMHJPe4OqwtIyPTepE1ZsuSvegjm81DpcJ47hwpj80i+tdf5Iz0y4QoP3c8NCqKL1QDKigzkZRbRqRfw0uZNxXxDhqza2j9NeaRtEJJRR2lYzU7Ozumaxepjcpw5CiixdLg1pRO7RKtFXY8E1sPnmd/+6s46R3OaV0o2a7eWFfsQ6tSolErCfPWEluHapqXEpG+0vfU0bSGfZdxtCWWOujAumC0GCV2zCKHBKVIXzdEi4Wy+Hjp2rGyxpSRaQytxokOLKJcfD4iiuL/VQwKgvA2MAt4FZhZx7nyRVGc1+Q7/A9hTJT2UvEaM7oyY0AdGorP7beT9e57tuuTpNfL/HeIDdPxW3x65XF8cj7VB0K3HEfSCrGvmBPt746ntmbnb6HeLIkQ1KoVtPF1I9PVoYROfr7kWNu1q8SJXrThL7yubVjvlu3nC5k77Aky3XwbdH91WKwiv8Wn8/vhdKZe0ZanRnXC1UWJwt2d8Pffoyw+nrwVKyn87TdEg63XosLNDa8bx+IzYWK9Hc6NQaVUEBPixYEk2886PrmAoC4Nc6ILgoC2WzdK/vmncqzghx/Qzn62XvMczT0q6Sfk6+rLkbRCSZ/UcH0ubmbbz9A1rluD9iwjI9MiyPqyBTClpmLJkyZg6W69hYLvvq88Los/3Nzbkmkh4hyc00fTCjFZrKgb2Gu6KdCbLE4Z8Y77rCuns0ps8zr0DrTXmIIg4Nq1KyXbtlWOFf21AU30vQ1a11Ig1a8KrSuZRXq+3Z3E+q1FnLj+VQwqu/3sS8ERrbpcnw3uEMCEvhGEetfNUSy4uOA1aiReo0Y2aO8Xi9gwHey2fW91NGLXBXVQIKqgIMwZGQCIBgOFv/2O9y0312ue+Oz4So1pwQKCLcghLkyHKT1d8l4A0F4olSojI3NJIGvMFqRo40YAgl98AY9hwzg1bDjGs2cxnj2Lpl27Ft6dTHOgUAh0DfVi51lb1cX4lILW4UR3SObpFl5/jXnGTl8CWFxcUNvZNy15eSiCywtVqEJDUXp7V+pOa2kpJdt34HFlwzKP7fWrCBwsVvDdqgP8eigVo6U9xLZ3uEHEZDFTZDCTXWzgoJ3+CvbSMrFfJBP6RTQ4iaaliXUIgjiZWYzeZHHKUK8NVwedZzhyFP3Ro2hjYuo8h9lq5kjOkUqNabBIgyviwnQUb94iqRgluLnJn4syMo2kVYTnCYIQDYwEzgGOjWZfBEqASYIguDfz1v6zOGaemjIzpccXjAa261tneW+ZxuNoMDyY1PieLBeDg0lSQ2FdsoUMJmlPJA+NGoVCQONQQkfvUKbRY8hgyXHh+vWYqyhZWRPFBjPPrYnnvmOqah3o7Uozuf7Mvzy2bxWLNv6P+9K3S85/Na0fS6f05fERHbkmJgg3F2eBJorw+b9nGf3eFnafs315cI2LI3ThAjru2E70zz8Rteobon/5mQ7btxHy4ovN6kCvwPG95vjFor7obrhecpy/Zg2W4sYH6zsaXNtnnav8f8HFBc+RIxq9hoyMzMVH1pcth6B1NpCUbt8hOa5vVqfMpUugl5YgL1vJTaPZyqbjWS24I9h4LBOzXXRmmLcrvg1sZ1RqsBk0Uzyk5TT1R49Ijt0HSzVm/jerEC0N6+Gpv1ACUgTi/aJ5rjCEKxZu5K0/ThCv9JE60Kubw2Rlf2I+7/91kitf38h9X+5h68lsRMdsp0sER615KDm/Qc/idf11kuPcr5cjOvSYrytWh/XDfVzxcXchb8XKyswuAE2HDmhaqAy+jIxM/ZA1Zsuj9CyvSli6ew9Ff26AC39LFR41VyuU+W/h+Hd/47HMaq5sPnJLjOx3sF82JFCzzCHDuNg/VHJsb8cUBMFJY+Z9s7Lea0J5P3XDyZOIwJbQ7jx01Szu3JzPmv0pGC3111TphXre2XCCQa9t5MGv93Eqs3W0daoPOje1JBvdYhVJSK1/NrrK3x/3KwZKxnJrqd5WG446MzbUi7zlX0nGvEZfi6BqTXm0MjKXHq3CiQ4Mu/DvH6IorYEnimIR8C/gBgyo43waQRDuEgRhjiAIjwqCcLUgCA1vAPcfxLW7tA9zyeYtZP3fB+iPHSP3yy/Jt8sUAnDtJmde/ldxFHPHM4pISG1djnRRFPnBIXumLpGcRoey7WpleQkhxzKNZYcOSQxjbgMG4NLGLhvfZCLrgw/qvN8zWcWMee8fvt6Z6HROq4DxfSJY0bmMD/54gwcPrWFU4m6i9Tkc7CKNEvXUqrm6cyCPDO/Ap5P7sHPOcF6+sSsdAj2c5j2XU8rtS7bzwcaTEmOhwtUVTYcOuHbvjqZ9exQajdO9zYXje23P+ar7tNcVz1GjUPr4VB5bCwvJfPOtRs0JsPe8NHuyQ35y5f97jR6Nym5NGRmZVo2sL1sIdWAgGoeIelOK9O+4x9AhzbklmRbm6k7Sktpf7TjfQju5sP526fpXdQqo5sraMdnpzZPe4ZJzZQcOSo51425EsNNippQU8r/9tt5rWsvKMBw7Tq7Gk/n9p/D04AdYl26RBAbUe04R/jiSwV2f7eTuz3eRkl9W+02tjM4hnrjYVThILdCz62z99abPhAlg11PVcOQoeSsbZoy2OLwm3cJ1GE6eJHfpUumad0xsFX1cZWRk6oSsMVsY38l3A1D4229kvPIKUF5hUx1UvxYeMpc2gzpI+2b/ciiVvBJjC+2mnNV7kjCabR8Lkb5uhPvUP3jY5OCwzouQZhKXHZRqTJ+JEyTHxX9tpHTf/nqvqz92jBxBw8v9p7Cw3yTOeIfVflMdMFtFfo1PY8z7W/lo02nMloYFJ7YUcQ426F8PpTVoHu+JEyXHBWvWULpnT4PmsohieTRtxdxuary2b6JkmzRBy2fiHQ2aX0ZGxkZrcaJ3uvDviWrOn7zwb11Ds4OBrygvn/QusBE4KQjC0LpuSBCEvVX9B3Su6xytGdeePdB06CAZy/7wQ86Ou4mMBQvBZKocV/r4yJmX/2G83Vy4sr1UeC7f4ez8bUn2J+VzxK7njCDAtbHBtd7nopJ+xFUIWU2nTggutuwcc3o6JdttIkNQKPB2EKD5K7+hZIc0i64qElILuG3xdhJzSyXjgmjlplOb2Xpfd165wh+//3tNct5r9Gjy1dJAdReHMqeeWjV3D4zij1lDWDa1r5MQF0V4648TvPLr0VaZQdSrjbfkeNvpHM7nlFRzde0oNBp8HARo/qpVFG/e3OA5zRYrfxxJl4x1yrP9PvhMmtTguWVkZJqdVqcv4b+vMSsIfPxxiRPKHqW/P75TpjTvhmRalLsGSFsFbTmRxbnshmuAxnAqs0jSNxuc91cf7PXmcZ8IybmSbdswpdt0hcrHB68xYyTXZLz5FsbkZOpDwa+/8VdAF2YMf4rtIbHVXudlKCagtDw48Mr2/jwyvAP3Dm7L1Z0C8PeoPrDyn5PZjHpnCyt3JbZKTVkdGpWS4TGND9hwiYjA85rhkrHMt/6H4cyZes/lGNhwbSd/UmfPQXT4vu11w9h6zy0jI9NiyBqzhfEaPZqwd97GtVcvNB3a4zdzBiELFrT0tmSamSEdAiR2MYPZynd766epmhKrVWT5TqnuuLN/ZIOC5BztmRlhUid6wY8/Ippt2equPXui6Wz3qy6KpM2Zg1Wvr9e6q1ZvYsbwp9hRjb4MKsllxPnd3H9wDeGF5VVsr+roz8EXR7Lt2WG1VtM0mq28vu4YtyzezqnMxleSbC5GxARJjlfvTaLUoVpAXfC8+mrUkZG2AVEk9bnnsBTWP7Pd4hBoMSzKi8wLQUUVuPbujavcD11GptG0Fid6RThPdemvFePe1Zy3ZykwnHIR6g7EAUuAKOB3QRC6V3/r5YMgCATNnQt1KOcRNGd2i2avylx8HA2Ha/enUKg3VXN187PcIVtoeOdAwn1q73Pk6tCfpkhvxmyxotBo8Bwp7eGY51BCx2f8eNRtIiVjKU88ieHs2WrXO5lRxJ2f7iTHIfI1rDiLN/5ZxGPaNHx8vUh66CGsJTbDseDmhv/DD1FQJv2Zu1YhOKH89/eqToGsf2wIk6ow+n629SwLfz/W6oye7QM96W4XvSmKsKKKbP364HffvbhERUnGkmc9LulpXx/ySk2SiN+w4ixicsvffz6TJsniU0bm0kLWly2Ix+ArCXvvXVQB0gxfbbdutPnyC1R+fi20M5mWIDZMR48I6a/aG+uPNfs+RFHk9XXHJWN9o3yICfFq8JweGtv3qXNeIRgiomwnLZbyst12BDz0IAo3m44VS0tJfvAhSf/JmjCazDzzVxJv9rmTYhdnPRxelMmMQ2tZtv5VXt/6Efma8tK2Y+JCeHxER567rgtLp/Zj93PD2TF7OPPHxdIpyLn8bbHBzOwf4rl/+T70poaVnG8JHLXxusPpZBTWz4AMEDRnDgp3W4CrWFZG4rTpGM/X3Snv6EAP8HAh9pPX0B8+LF1r7nMoPVqu6vOSJUsk/8nIyNSKrDFbAV6jRxO14muif/6ZwMceQ1FFOyGZcv6rn/NKhcCd/aV/9z//9yxFLWTP/PFgCkm5tko+LioFt/WJqOGO6rHXlwAHIuIQ7NphmdPTKdrwV+WxIAgEPfO05B7juXOkPvW0xNleHaIo8sZPB5lnauekLwWgf/oR5m/7hM//XMjj+1fhZSwh2avcsezl6oLOVU2ot6ukmuaOOcN5aWxX2ldRTfNgUj43ffivpC1la2Z0XLCk9VOR3szPB1PrPY+gUhHy8suSMdP5RJJmzMRSVPdS9yIXMtHtGP7jEsn3CUGtJuSlefXeo4yMjDOtxYleGxUhW7V6hERRfEkUxY2iKGaIolgqiuJhURRnAm8DrsC8uiwoimLvqv4Dmt/ac5Fw79+P8HffkRgH7BHUaoJffAHdDTc0885kmptrYgIJ9rJ94SgzWfh0S/0zLS4Gp7OK+cWhTE5ds4U8NCr8PWwix2ixcjqr3Hntc4c0g7l40yaK/rIJUIWrK6GvvirJorPk5HB+0t1OZZMA0gv03PXZTvJLpWL9msTdfPD328TmniOp+xUcvO1ODA492N0eepQi7wDS7Qx8aqVAqHfNXwLdNSrmj4tl+bT+eGqlAvvjLWf4uJW8hvY4vnar9iQ1yjCr0GrLI87tXiextJTE6feSu/zrevevdCz9dd3ZbSgQUUdGEjjrsQbvU0ZGplXS7Prywlz/eY1ZgdfIkbTf+BeRy5YS9vb/aLvmB6JWfYMmOrqltybTAtw9UKoBfotPb3ApxIby44FU/jySIRlrTBY6QMdgOwe0IHCkn7SCV+7SpRhOnao8VoeFEfj0U5JrDMePc37yFIxJSTWuZTBbmP7Gz/yh6+B0rnNhMgu2Lubjv95g3Jmt+OsLeKfXeEzKco3YKVhqwBQEgWCdlkkD2rDuscGsnjmQAdG+TvOuS0jnnmW7G5Rt0xIMbOdHdIDt+63ZKvLyL0dquKNq1CEhBD77jGTMnJbGuYl3UPjnn7Xeb7aITqVKr03ajWHzJsmY54gRTtUJmpv77rtP8p+MjEyjkTWmTKviv/w5f3ufcEkVx7QCPQt+a/63fGaRnpd+luqN6+NCJI7X+uDoeN6bY0F3/XWSsYzXXpM4Xt0HDsR7/HjJNUV//knyw49gKai+bacoirzy61EWbXPO4o9zs7B40/+Yt+Nz+mQeR4FImbuOj7rdVHlNxyBnJzmAl1bN5Cui+HPWEN6b0ANvN7V0bwYzkz7bybbT2dXurbWgUSkZ31caEPH+X6coNtRfH7sP6O9kky7bv59zEyZSFn+4mrukmBw0ZsfidKITpNVT/R9+GE379vXen4yMjDOtxYle8UleXZNjL4frGsLiC//KDRjt8LzmGtr9+QcBs2ah7dYNdXg4mi4x+M2YQbv165xKJcv8N1EpFdzRX5p1vWjT6RbvjW6xijy1+qCkt3mkrxtDOtStb6UgCMQ69OGOTyl/JteePdHGxUnOpb04D3NWVuWxW58++E2fLt1TdjbnJt5B5v/eriyLJIoiT39/iIxCg+Tacae28Pi+VWgtJgrVbrguW4zr+VOSa3YHdWbocR+ueVtagrxTsCcaVd3aoF3ZwZ9v7hvgJM7fWH+c+OTW1d/+hu6h6Fxtwjm/1MTizacbNadbr54EORg5RYOBjFdeIfHuyZTs2FmnrHyz2YLJzumuMRu5JnEPCk9Pwt9/T5I1JiMjc0kg68tWgKBW4z5gAF5jxqCNiZF7/l7GjO0eSjeHfoLP/3iYrCJDNXc0LZmFel78KUEy1jPSm+u7hTZq3jgHrbkupAdKH5/KY9FkIvXZ2ZJymt7jx+Nx9dWS+wzHj3Nm7I3lQYBVZAyZLVYe/nQrW4qkek9tNTMt4Rfe2vgePbNPVXpuvu40ghM+5fpeIUCXkOo+Css1c98oX1ZMH8DLN3Z1qua07XQOM77ai8Hc+jPSBUFg6hVRkrFfD6XxW3z922YTqwAAIABJREFUAza8b70V3a23SMYsubmkPPwIyY/NoiwhoZo74Wx2icR7phCtjNj5k+QaTYf2hMx/Wf5clJG59JA1poxMK8HPQ8PUQVGSsZW7Etl6svkcs6IoMnfNYUlSjYtKwYPDGu7A7BjkKQkOSC/Uw83jQWEbM6enk/HKKxJ7V+BTT+HiELBc/PffnLlhLEUbN1ZpG3t3w0k+2yqtuqm2mJiR+i8LVzxLZL6dhlIoWHHVJAo1toBFR7urI4IgcGOPMP6cNZRRXaVl0fUmK/d+sYeDSXWryNSS3NEvEoWdZEvJL2PBb0erv6EGAp96CtdevSRjxtOnOTdhAhkLF9bY6qnMZMHiUO3ouhNSm7LniBH4TbunQXuTkZFxprU40Stq6lXXL6gi1L66fkN1IfPCvy1XJ62VovL1xX/GfbT9dhXtN/xJ9A8/EDjrMdShjTMoyVxaTB4YJemNaLaKPLn6UGUf8Zbgs61n2JcoFVKPj+iIQlF3Q5OjYfPwBSe6IAiEvPySpKWBJTubxGnTMefY+mQGzHrMyXiG1UrOJ59wcuhVZLz2OsvX7mDLiSzJJWPObuO+wz9VGjK9TKW4WaRZzof92vJq30mIgoI8hwz27GIjfx7JcBJG1dE1VMeX9/TD067kk8Uq8uTqgy36GjqiVTtHb36w8VSjAzZ8J08mYNYsp/HSPXtInDKFM9ddT8brb1Dwy6+UJSSgP3GC0n370R89jmgyYdEbMDn8mIam7Efnqibyk4/Rdv7PtZGTkbkckPWljEwrQqVU8Oat3SUGwdwSI9O+2H3Ry24W6k1MXbZb0jrHRVW+H2U9dGVVOGrNvZlGfGfPlozpDx8m+dFHsRrKAwYEQSDs7f/h1q+f5DqxrIyMV17h1PBryFq0CP2xY5W9s1/7dhd/nJP2jgwuyeaDjW9z68lNKO1ctiXX3czKTtdUHncI9Ky2TZA9CoXA3QOjWP/YEDo4ZED9czKbeT9V7zRuTUzoF0lsmLRE//NrD9e7rLsgCIS89BK6ceOczhWtW8e5W27l7O3jyfzf2xSuW09ZfDxlhxNYtepvch2qG0UXpBKgt+ldTYf2RHz2GUrvulR7lpGRaWXIGlNGphUxa0RHSRUagFnfHiAxp7RZ1v/0n7P84VDp6PERHWkXUHWGdl1wUSnoHCJtt3PIxR/fqVMkYwU//kTmm29VOseVHu5Efv4Z6vBwyXXmzEySH3iQs2NvJHfFCoznziFarfx9LJP3/jopudbTWMKb/yxi3K41En0pCgL5Dz7FWk1byfWOWrg6Ajw1LL6rN0+N6iQZLzFamLl8b6tqK1oVEb5u3DNI+uwrdjYsYEPh6krE4o9w7dlTesJiIfeLLzk9YiSJ90wj64MPKfr773KNeegQiev/Ir9EGoAcUJrPsKS9lccew4cT+r+3EJR1S8ySkZGpHaE19MwVBKEdcAo4B7QTRdFqd84TSKPc4R8gimJJlZPUvsYoYB1wVBTFLo3Y695evXr12rt3b+0Xy8hcYqxPSGfGV9L39owh0cweE9PsezmcUsDNH22TOICviQnik7t71ytb44+EdO6ze6boAHf+enxo5RxZ7/8f2YsWSe5Rh4cTunABbn37AiBarWS+8Sa5y5Y5zZ/lqmPmsCcpVdt6E8Vln2bh1sUSsenIrqDOLOg7CYNKU+01AGHerjw5qiPjeoTV6bk3HMlg+pd7JGMPD2vPEyM7VXNH85NXYmTEO5vJLrYZF2NCvPjpoUGolY2L7Sr48UfS57+Ctbi49ouBZcMUbOgpYFKqsQoCVqM/pWcfxc1Uxudnf6DHa/PQdqzONtL0iKKIKTkZw/HjWAqLEI0XjO0uGpRenmg6dUIdHi5nLMm0Flr1G/FS0pcX5pI1psxlwYd/n+LN9dK+5L0ivVk6pR86hzKPTUFeiZEpy3Y7ZbjMHt2ZGUPbNXp+URTp++oGia5585Y4Bn75FkUOZb+1cXGEvrYQTbvyda16PSlPPEmxXUshRwSNhqORsTzeZTyiYNNJ4UWZvL71I3wN0v6Jv3W/lqWdRlFstGWN39QzjHfG96jXc+WVGLnrs50kpBZKxpdN7ctVnQLrNVdLcCy9kBv+bysmi02PdwzyYNV9A/GpZ2lV0WolZ8kSsj5cBLX0Fd0f0IEXBkxD3fYzlK7lWUSCKDI0wcSDv5a/Jh7XDCf0lVea1YEuiiKmxEQMp89gLS1FNBhAqUCh1aL09kEb0xmlrm5GcBmZZkDWmLLGlJGpF3vP53Hb4m3Y56FE+LqyYvoAInwvXlXBr7af4/kfpUGGPSK8+f7+KxodqPnCj4f5cvv5yuNrYoL4eEIcZ2+6GeMZaftGz5EjCZ73Iirf8tY8powMkmbMxHCs+tL2xTo/Zl7xEDkam7Pew1jK61s/IrpQWsHHoFDxTq/xbA6XOn29tCp+euhKovzrF+/zyZYzvOqQxX17n3DeuLV7veZpbsqMFsa8/w9ns20f7d5ualbPGEiHIM8a7qwaa2kp6fNfoWDNmtrXVrrw7OCppPT+HkF1YX1R4Katau7YVgCCgO89UwmcNQtBpap5siZENJsxnDmDKSkJq16PaDQhqFQIWg3q4GA0HTui0NRs+5aRaUYa9MHcKpzoAIIgrAdGAo+Iovh/duNvA7OAJRf6AiEIghpoB5hEUTxtd21XIE0UxVyHudsAG4D2wHOiKC5oxD5l8Snzn+bRb/bz44FUydhzY2K4d0jz9S89nVXM7Yu3k2OXwaFzVfPnrCEEetXcJ9yR3BIj/V7dgNlOSa+4tz9XtPMHyktsJj30ECWbt0hvFAS8x9+O35QpuERFAVC8ZQtpz7+AOcMWYTq/32S2hdrKwmvMRj7a+BYhpblUhdFFy77Rd3G8z3DKLCLnsktISC2U7K8qrokJZMFNcXV6/sdXHeCH/SmVx0qFwPrHhjj1VGpJ1h1OZ+Zy6efo5IFtmDe2a6MdxKa0NNKef4GSrVtrvXbZMAXre6swK8ojNCuc6HN1GUx74i4El4b1r6oroihSunMnJVu3lmfIHzmKtYZeVQAKLy+0Xbqg7doFj8GDcevfX3aqy7QUrf6Nd6noywvzyRpT5rLAbLEyeeku/j2VIxlvF+DO27f3oHtE0zkW9yfm8cS3BzmTLfVhDOkYwNIpfRtt3Kxg4W9HWbLFZszsHq7jh7tiOT9pEoaT0lY+gosLftOn4T1hAurAQERRJP+778h87XWsJc6+FoNCxYPDniDFw9bOyL80n7f/+T8CymyaId3Nh3d73s7BAOd+6QCD2vsxaUAbrokJQlXHoMXsYgO3frSNc3aZXCE6LetnDcFL2/QBD03N//11kv/9KU0E7RTkyVfT+tX7OwWA/tgxUmfPwXC06tKdu4JieLXf3RiValwjl1Q60V0sJgYdtfLwVk+C5s7F6/rrLrp2E81mSv79l5Jdu9AfTkB/5AjWoqIa71FHRqLt2gXX2Fg8hw+v/A4kI9MCyBpT1pgyMvXmjXXHWLRJ2i4wyEvDx5P6NKm+hHI9+38bTzllcbu7KPnxoSubxP6293wut3y0vfJYIcCWp68mICeV83fe5dTnXOnjg/9DD6K78UaUHh5YjUayFy0i55NPweLckuftnuP5s01f2/xWC29s/Yiuueck1yX4RvFOr/ESLerIkI4BTBrQhmGdA+usr+f/csSpjPylEKy551wuty3Zjr1LLcBTw/Jp/ekUXH9HOkDRpk2kv/Ai5szMKs+XqDTMG3APhwMicI9+u9KJrrJYmbLRyA15UYQseBU3x8z2i4C1rIyijRsp238AfUIC+qNHEfU1VHtSqdC0b1+uMeO64TlyRGWwh4xMC3DJO9HbAduAQOBH4CjQH7ia8hJIV4iimHPh2ijgLHBeFMUouznmAc8Cf184X0S5UL0O0AK/ATeJoiitrVa/fcriU+Y/TV6JkZHvbnHqT/nUqE48eHXD+/nUlaNphUz6bBfZxdL13xnfnZt6hldzV808uGIfvx6yRVGOiQtm0Z29K4+tej3JDz9CyT//VHm/24ABuPXtg2tsLAoPD/K//57CdetJwZXpI56RZAXdf3ANY8/+6zSHoNHgdd11+D/wAC7hYZJzz62J5+udibU+h5dWxcs3xjKuZ1iN1xWUmhjxzmYy7V7DSQPaMH9cbK1rNCePrNzPTwelARsPD2vP4yM6NtqwKIoipbt2k/fNSor+3FBt1tDcmyM53sFWit9q9KePdS5fzBx8UY2blsJCCtauJW/lNxjPnq39hhpwadsWn4kT0I0bh9LLq/YbZGSajkvBwHlJ6MsL68gaU+ayodhg5s5PdzplhysVAjOGRPPoNR3QqBpeglBvsvDOhhN8suUMjnGKvdv48NW0fri5NF2GxvmcEq56a5PEmPbtjIH0dDeTNG2akyMdAJUKj8GDce3RA22XLogWM/mrv6P4n3/AaPs4+bzLGFZ3HCa5dcHWxfTMLp8zV+PJuqj+rO5wNfpaKhwBBHtpmTSwDdOubItWXfvPeH9iHrd8JM3suqN/JAtuiqv+plaC2WJl5vK9bDgqNUj6e2hYcFMsI7sG13tO0WKheNMm8laspOTfcs1vVKj4qvMofugwFOuF7wUVTnS11YwSuFoVy2s3L0Hp2TDjal0xZ2eT/9135K36FnNa3frAJzgYPrtqywMM3K+4Ap87JuJx1VXNmtEkI4OsMWWNKdOkOL72vXv3rubKSxurVeSJ1QdZY5dUAuX6cubQaB4Z3jh9WcGpzCKeWH3ISce6qBQsm9q3MmmnsYiiyJj3t3I0zVYVaObQdjw7ujNlCQkkTZuOJd+5l7jCzQ2PYcNwjYtF06kz5swM8ld/R+mePVSI1UN+0Twz+AHJfeOPb2DK0XWVx4megaxtN4T1bfpV6pvaaOPnxivjYhncoXqHewV6k4Ub/m8rJzNtlSRDdVo2PXU1LqrW0oG4at7584RTAIW3m5o3bunWIH0J5c7pwl9/JXfFCgxHbAGbiR6BvN7nTs54h4FgrHSiK0QRjWjlQe+xTB77AoL64ga4Gs+dI++bVeSvWVNr8k9NCGo1XmNG4zNxItru3eWkIJnm5tJ2ogMIghABvAxcC/hRXgJpLfCSfWRmDQJ0KDAT6AkEU947KB84AHwFfCU28oFl8SlzOXAgKZ87PtlBqVEaqXhLr3BeuKELOtem/8MsiiJr9qfw4k8JFOmlDs97B7fluesaXsFsx5kcJny8o/JYqRDY8vTVhHnbSrCLRiMZr79B3tdf13nez7pex3cdrq48bpefzPub3kNxoYy7QqfDNTYW9yuvRDfuRlQ+Pk5zFJSZGPTaRooNtmd+elQnzueUsuZASpX9zB+4qh1PjepUo9D48UAKj35zoPLY3UXJzueuwUPTegxgeSVGrn1vCxmF0oCJ6Ve2Zc6YGBRNlB1mzs6mdPfu8gjJI0cw5+ZhNZv4OrgfX3dJxcVnV+W1gimAP8avJUTnWsOMDcdSUEDWe++Tv2YNYllZk84tuLrifdNNBDz2qOxMl2kuLolvO5eCvrywjqwxZS4rCvUmpi3bze5zeU7nwn1cuWtAG27vE4FvPUpvZxcb+HZPEl/vSCQl3/nv7IBoXz6d3Pei6KEpS3ex6bgtMK9dgDu/PjIYdUkRqXPnUryh+pLt1VGi0nDXtS9InONjzm7jlpObOOkTwbaQOLaFxmJW1P95OgR68NZt3euUmbXw96Ms2WzLtFcrBbY9O5wAz9ZfmlFvsnDPst1sO53jdO7GHqG8cH0X/Dwa9hzG5BR2bN7HCwlGzlmlme2ukUvQuiWjUgogKBgVNYpXrnylQevUBVNaGplvv0PhunVgql9P0S7HpaVej3TqLDlWBQfjd89UfO68U+6vKdNcyBpT1pgyTYij7ag1+QKaGpPFyuPfHuRnh4QNKG/r8sTITgzvHFjnqjz2ZBbpWb79PIu3nHGy1WlUChZP6s3VTZxFvWJnInPWxFceuygV/PrIlXQI8sRw5iypTz2FPiGhhhmq5uX+U9geYku0aVOYzrub3iXFI5ATPhH8Hd6TE8Ed6Byqw8/dBaUA287kUGJwzmivion9IpkzpjOetVQuOpCUz82L/pUEa74/sSdju4fW+5maE1EUef7Hwyzf4ZwQNa5HKPPGdsXbrWGVLUVRxHDyJEUHDrL0UA6fmkIxChf01wUnulJVgotKgVKhZFbvWUzoPKExj1Mj+iNHyPzf25XBo02JJiaGgIcfxnPY1bVfLCPTNFz6TvRLAVl8ylwubDuVzdRluzE4CMNgLy0Lb47j6s5NJwwzCvXM+SGev445l62Z2C+CBTfFNSoyTRRFRr6zRRLdOKxzIJ9N7uM0b8nOXaTNnYspKanGOQ0KFZOufZ4iF1vfn1n7VjEq/wT+992LbsxoVCEhte77me8OsWqPba0ATw3/PjMMF5WC01nFPLX6IPsSnSNL7x7YhpdqKH1uNFsZ9PpGSUWB+eNimTSgTY37aW6OpRcyfskOCsqkxr6B0X68cWu3i9K7yv795hL4s8SJ3sYril9v+aHJ14TayzNVoHB3R9ulC+rQUIQLfYNEgwFTamp5Kc4qSr3aowoMJGT+y3gMHdpke5eRqYZLwsB5qSBrTJnLkTKjhed/PMx3e5OrPO+iUjCiSxC9In3oFq6jS4gX7nYO8GKDmYSUAuJTCtiXmMeGI5kYLc4BiAAT+kYwb2zXOmVfN4Ttp3OY+MkOydiModHMHh2DKIoU/vIrGa+84lR6syZ+bnsFi7rfXHmstphwsZgocXHD30ND3ygfYsN0xIXp8PfQ8NCKfZLS9a5qBRE+bpyw08D2KASYMbQds67pWGPGj95kYeQ7W0jMtZV1b64qVU2B3mThwa/3Vfldw0Wl4IZuoUwa2Ibu4bo6fecwmC2sO5zOV9vPs+e8cxCIIEBMz+VkGW0VCC6WE10URQq+/56M117HWlz161yBwtMTbUwMSj9fFC4aRKsVUV9GxAcfSK5zdKJX4NqjByELFqCJbttk+5eRqQZZYzYhssaUuZyc6AAWq8jLPyfwhV0/cXtCdFru6BfJ9d1DifJzq/Fvf5nRwr7EPFbuSmTd4fQqWzH6uKlZfFdv+kf7NdkzVFBqNHPl63+Ta9fusnuEN9/PHIhKqUA0mcj57HOyP/wQsY5BdJmu3kwdOUeSXd42P4UUz0C6twvk5l7h9IjwpkOgR2Wwwdt/HOf9jdLKSlMHRbEvMd8pI7+CMG9XPryzFz1qCdicuzZe4ozuF+XLtzMH1ulZWhKrVWTezwmSvvUV+HtomDooivF9I/CvZ7Cm3mTht/g0Ptt6loTUQulJwYhPx3dRqksRAIWguGhOdNFoJHvxYrKXfFxlOwB7lH5+aDt1QqHzKs+IN1uwlpRgOHUKU0pKjfcCeN1wA8HPzUHp3bRtF2RkqkB2ojcHsviUuZzYeSaHaV/skWRJV3BdXAj3XBlFr0ifBju4s4oMrNqdyMdbzlCod17jnkFtmXtd02Qkr9yVyOwf4iVj/7utO7f0di4RbzUaKfr9d3JXrEB/8FCV820M78mbfe6sPPYw6/mjp5GgG8ei9HCv8h5HNh3PZMrS3ZKxx0d05JHhtl6WFqvI51vP8tYfx50CGirKOFWHo8iNCfHi90cH12lvzcn+xDzu/nyXUwUCNxcls8fEcGe/yCZ5D4iiyA/7Unjp54TK95u9E12jUhDt3ZbVN6xu9Fr2WAoLyViwkIK1a6u+QKXCa+QIPIYNR9u1Cy5t2iAoqjZki1YrxvPn0SccoXjjXxT+8We1pep148YRNGe2nJUuczGRDZxNiKwxZS5nNh7LYPYP8U7VaRwRBHBTK3FRKTCarZQYa8+GCdGVB4A2R3/FZ78/xDe7bcGRCgGWTu3H0I7lJS0tRUUUrP2RvJUrMZ45U900AIjAzGFPkuglLQl5RbsLvc27BKG+YNgURZF5Pzkbiz+b3IfhMUEkpBawfEcia/enUGZy/pkN6RjA4rt61Vji/tN/zvDKr7bSkqE6Lf88M6zJ+spfbMwWKx/8fYoPNp6q0gAOEB3gTo9wb2LDdHQN9cLbzQWVUsBotpKaX8ah5AIOXwjYyCut2lAdotPy+i3d+PzMUyRk2zLDLoYT3ZSWRtoLL1bbkkrQavEaMwaPKweh7doVdURElRrT8bvc2fETKDtwwOk6KG9RFfDoo/hOvlvOSpe5mFwaHyyXCLLGlLncnOgV/HW0XF9mFlWvLz21KuLCdMSEeOGlVaNSChgu/N2PTy7gZGaRU2sge0Z1DeKVcXEXtTqPY6VJgCdGdORhO9uhKSOD/G9Xk//tt5izshynkPBFzLV80+kaydiEvhFMviKKmBBn+9H+xDxuXbwdi90P4qaeYbwzvgcAh5Lz+XL7eb7fl4zjW8vNRcknd/dhUPvqS9yfyizimre3SMbWPTaYzsGt35YliiKLNp3mnT9PVKkv1UqBMXEhjOgSRFyYjkjfqoM2sosNxKcUsP10Dqv3JFWrM0d29eGsdh75hvIgzovlRC9LSCBt9hwMJ05UeV7p7Y1u3Djc+vZB27UrqqCgan0D5rw89EeOUHbwIAVr1labtKb09yfkpXl4Dh/eZM8hI1MFshO9OZDFp8zlxpHUQh79Zr8ki9uemBAvJg1ow/CYQIK8tFVeY0+Z0cL+xDxW7k5i3eE0TBbnzyCNSsGzozsz5YqoJuuNYrGKjF+yXZIt4qVV8cesoQTrqt+34eRJSvfvR59whKPb9qMvKEIQrSzrMoadIV0rr5s2KIrnb+ha7TyOFOpNjHpnC2kFth6E7QM9+OXhK6vMkDqUnM/kz3c5CanXbo5jQr/IKtdIKyhj0GsbJYJ///Mj8KlHWdTmIiG1gMmf7yK72LndW5cQL+4e2IaxPUJrNO5aikuwFuQjWiwIGi0qfz8EpbIyivPL7ec54BAhK7ik4xGxklBvV1zVSny0Piy9dmmTPZcxMZHEe6ZhSnbOsFMFB+Mz/na8b70VVUDt/aKqwpyVZet7mZ7udF4dHk7kZ5/i0qZ1VSCQ+c8gGzibEFljylzuFJSaeGP9MVbvTa6ynU190agU3N4ngqeu7YRXLaUkm4qq9J1WreCLqf0k2UmiKKI/nEBZ/CH0CQkYz57Dqi9DUChJNyvYaPJmb2BH9gVJgyU/n9KHYZ2DJGOiKPLOhpO879CX8eZeYbx9ew/JWH6pkVd/PcrqKjL/+0X58sU9/XB1qdoxWlBqov/CDehNttfmy3v6MaRjwzRMS5GQWsCTqw9J+os2FRP6RjDnuhi8tGrWnV3H4oOLK8/1De7LcwOea7K1SvftJ+n++6vsSekSFYXPxAnoxo1DqdPVOldVzhX9kSPkrfyGgl9+qbIFkfvgwYS/9y4Kt6avGiUjg6wxmxRZY8pcrk50KNcvL/2SwA/7as+GrQ8+bmrmje3K2O6hF72nsyiKzFy+l/UJGZLxN2/txm19IqTXmkyUHThA2eEE9AkJmJKTsRoNFJngYBGc1IWxqsMwjCqbXfChq9vz5KhOVa59MqOI25dsl9giAzw1/DlriFO58r3nc3lq9SFJVSQo1+TLpvZjYLvqM/UnfryD7WdsrXdmDIlm9piYaq9vbdRVX3ppVXQM8sRdo0IhQJneyPncMtKKnG2h9vi4qXnpxliuiwvik/hPWHfW1rt+QucJTepEL/jxR1Kfm1tlwo5r9+743DERz2uvRaGpf+CIaLVS8u+/5K1YSfGmTThFXQB+06cR8MQTcq90mYuF7ERvDmTxKXM5YjBbeG/DSRZvPl1jBGagp4a4MB1dw8p75mhUCsxWkVKjmRMZxcQnF3Aqq1gSvehI7zY+vHlrN6IDPJr8Oc5kFTP6vX8kGd1xYTpW3Nu/1j49v8encf/X+6o9v3xaf67sUH1kpT16k4VpX+zm31M2gagQ4IcHBtVY5uhERhETPt4hKePk7qJk/awhhPtUbcAa894/HLETca3Z2JmSX8Yz3x1i66nsKs97alXc0iucwR38iQvT4aewUPjrr5Tu3EFZQgKm87byT/kuHpwKiuZw+z6s8+5IgVi1871HGxeEkI8rS5h6unjy6chPm+R59CdOkDhtGpYsh+dRKvG7dzr+DzyAwqVpAhqsRiPZHy4i59NPncosKQP8ifzsM7QdOzbJWjIydsjfapoQWWPKyJSTV2Jk9d4klu9IlJQPrytRfm7cNaANt/YOb3Avwsaw5UQWd3++SzKmVSt4f0JPRnYNruaucqqqnFTBNTFBfDq5j2TMZLGy8LdjfP7vWcl4kJeGPx4bis6tan379/FMZn8fT3qhXjI+tGMAn07uU5nh7sjj3x6QGKEfHd6BWSMuPX1hNFv5cvs5lm07R3Kes4O4vlzRzo8Hrmov+S5wIPMAC3ctrDzuEdCD2f1nN3otgOJ//yX5oYednNuCqyuBjz+Oz513VFvVqCpqcq6YMjNJn/cSxRs3Ot3n2qsXEUsWo/T0rOcTyMjUiqwxmxBZY8pczk70Cg6nFLB8x3nWHkiRBATWl+gAd+7q34Zbeoejc22eIE0or+Q58p3NEme2IMCr4+K4o3/ViTUV7EvMY+LHO5yqW0J5W5v9z4+QtEuq4HBKebJLTonUwfvp3X24pkuQ0/VQbu987fdjLNt2TjLu7qLku/uvqDLTHWDt/hQeW2XLtu/X1pdvZ7T+ku72GM1WFm06xeLNpxv1HnPkurgQ5o3tWlnt4IeTP7Dq+KrK8ze1v6nJnOi5X39NxnznyknKAH9CXnoJz2HDmmQdKO+1njp7Dobjx53Oed92G8EvzauXnpWRqSOyE705kMWnzOXMwaR8nvn+EMfSi5p8bjcXJY+P6MjUQW0vallIx1KUAH2jfPh8St9qHek5xQZGvrPFSTjac+CFEXUy1FbXk7G20uwVxCcXMP7j7ZTalS+9sr0/X03rV2WUnmPP9dbev1IURVbsSmTBr0drLdHqqy8kOj8FD1OAieDwAAAgAElEQVQZaqsZk0JFqVrLGa9Qst1q7qOjUSl4alQnbunjx8y/7qscbyonuvHcOc7deReWnBzJuKZDe0IWLMQ1LrbRa1RFWfxh0ubMxnBS2qtK6e9P1PKvcImKuijryly2yAbOJkTWmDIyUqxWkb2JeRxIzCc+pbyMtmNmiyBAW3934i70Be8R4U2vSJ8maQPTGJb9e5Z5Px9xGh/fJ4Lnro+pMjP+SGohYz/YWm2p8bnXxTB9cHTl8bH0Qp5cfZDDKdKMFy+tilUzBlZrpKwgu9jA3Z/tkgRbQs2O8VW7E3nme5uTf3jnQD6b0rfGdVozFqvIlhNZfLn9HJtPZNUYLOyIu6mMaxL3MObcDmJ6dcJv6j24D+hfef5iOdFL9+whcdp0RIO0NK1bnz6ELHgVl8iaDelVUZtzRRRFCn/+mfRXFzhlvrv27k3kp5+gcHWt97oyMjUga8wmRNaYMrIT3UZBmYnv9yaz4WgG8SkFTm0Fq6KNnxu9In24rXc4A9v5tViG7L+nspm6dDdGi9RBW5O+LDNaGP3eFs7lVB2Y2j3Cmx8fHCQZs1pFvt55noW/H5PYHgHuv6odz1xbu+2yKttr52BPfnroysokFnuScksZ/MbflcceGhWHXhzZ4pq+IRSUmi4EBJ+v9udeGx7GUkam7GN8W1d63HsnmnbtKs9dLCd63rffkv7Ci07jXmNvIHjOxelXXt53fQnZH3/slPnuPXECwS+8IGekyzQ1DXpDVV8XV0ZGRsaB7hHe/PbIYP45lc1X28+z8VhGvYxNVRHt785dA5ovinPqoLZsPpHFPydt2cG7z+Ux8ZMdfHp33ypLu7/4U4LEga5UgL1mjfB1rZMDPa/EyIMr9rHttNSx2i1cx2PXdKjmLilx4Tpmj4nh+bWHUVgtRBZloth0gPU5+xnQzh+FuzuaDh1wadsWQakkNlwncaIfTnEu+diaEASBO/u3YWjHAOb/coQ/jmRUVd0HgFytF7kN6JHUryyVl6cMpnPPaAoMTf/zMOfmknjPNCcHuu7GsQTPn99k2edV4RoXS9T335P+/AsU/Phj5bglO5vEe6YR9d1qVL6+F219GRkZGRmZpkKhEOgb5UvfKNvfLZPFit5kwWi24qJSoFUrq82abkmmDGpLmcnK6+uOScZX7Uliy8ksZo+J4dquwZVGRJPFypOrD1brQIfy6klQHtz5xbZzfLT5tFNbJE+timX39KvVgQ7g76Fh5X0DmPDxDknpyQ//PsXIjr5EF2dgSkzEWqZHUClR6nR09pU6aONbua6sDaVC4OrOgVwV7c3ZD5ewe82fnPQK5ZQujBSPAPRKFywKBS4WM25mPdEFqbTPT6ZDfjKRRRmoxPIvBCWbMyjZvAXdzTcT9OwzKL0uTg9P/YkTJM2838mB7v/AA/g/9OBFy9YRBAHd2LG49R9A0syZGI7ajOJle/eS8tgswj9aJGcLycjIyMi0enSuau65si33XNkWq1UkMbeUQykFJOWWojdZMFlENCoFnloVXUK86Bqma9aM85oY1N6f9yf25KEV+ySasUJfvnZLN4Y6VJ58Y/2xGh25cWFSzZKUW8rT3x2SlFav4K4BkTxdTdl3R6YPjsZsFXntd5sWPpZexKL1CdwXasaUmopoNCGo1aj8/QmJ6YzOVU1BWXmmfbHBzNmcEtpdhCqlFxudm5rpg6O5Z1Bbth46z+8r15GQbeCUdxil6qqDDlVWM1GF6XTISyI25yxXpMWjtZjgIJz59TsCHnwAv+nTEVQXx5VXtGED6S/Okw6q1YQuXIju+usuypoAgosLAY88jMdVQ0maMRNLnq0Fa/7Kb1D5+hHw8EMXbX0ZmboiO9FlLktEk4nC338nf/V36I8fB1FE06ED3rfcjNf11zeor8flgkIhMLRjAEM7BpCcV8qq3Un8czKbo2mFVZYGqoo2fm70jPDmtj4RXNHMUZxKhcDiu3pz56c7Jf2xD6cUMuKdzbxwfRdu7R1euaf9iXn8cihNMseImGDWJdj6T3cNqb3X4LrD6cxdG+/U87t9oAfLpvarsg96VVj1eq5P3kPAnq8ISjtTLqoA9oD9LgU3N1y7dSNqxE2Abe4zWdIMrtZKuI8bSyb1ISm3lJW7EvlmVyK5Dv3g64OHsZSRibsZc3Y7YSXZsOlDCua/DKOGNuGuyyO60+e9hCk1VTLuc8dEgubObRbjosLFhZCFC1C4u5G3YmXluCk1lfSXXib8vXcv+h5kZGRkZGQuBmqlolU6zavi/qva4aFR8uJPCZKg07QCPY+s3E+Ap4aJfSO4uVc4a/enOGWEC0DFbYIABrOVWasO8OuhNKcMJCjvT7lsal+6htauSyvQuar58p5+jH7vH/S5eVyTuIehKfuxrk3jnNU5M0shKFDfsACTotyMkFlkIK/EiI9785fNbypMqakkPfAghmPH6AZ0yzzpfJFKVRmEaCkocHJiV1Dwww+U/Psv4R9+CIFNu0/RZCL1mWexFhdLxoNmP4vv5MlNu1g1qIMCafPFMpLuvY+ygwcrx4s3bybv6xX4TrqrWfYhIyMjIyPTFCgUAlH+7kT5u7f0VurMtbHBLJnUm/u/3ofRzgabVqBn8ue76N3Gh0kD2jA6LpiDSQVOZdUjfV1JzLW1g4kL0yGKIrvP5bF8x3l+P5zmFKQJcO/gtswZE1Mv++3Moe04mlbItm0JjD63gwHpCUSuzeA8VQeNthv2CPu8bAGbx9OLLkknegWGQwcJfvhh7r7Q4tGKQKq7HzmuOowKNVZBQKMEbxcFEaXZKLOzwFqFXd1kIuvd9yj6ayMRiz5s8n2as7JIe26upD+54OJC+Icf4DF4cJOvVxWu3brR5uvlJE6egjkrq3I8e9Ei3AcNwq1Xz2bZh4xMdchOdJnLDnNWFkkzZqI/Ii2xWLZvH2X79pGzdCmRS5agDgtroR1eOoT7uPHEyE48MbITJouVU5m2vuelRjMGkxWVUoFGpSBEp63sl97SUZzuGhVfTO3HlGW72J9oc6QX6c089d0hfotP4+UbY4nwdeOr7ecl98aGeTGwnZ/EiV6T4TCryMD8X47w08FUp3MdAj1YPr0/vnUwPFqNRnKWfEzu8uVYCwpoU8v1YmkppTt2YIw/CSNspSPLTDWXSG9tRPi68cSV4dz4+UtsyhaJ94/mpHcEZ3QhmJTVv4/USoFOfq50VunpfHo/vTd+i9ZkM3iKBgOpTz+De8nT0IRtHIt+/52iP/6QjOluuqnZHOgVCAoFQXPnYi3TU7BmjW1/69dT+PvveI0e3Wx7kZGRkbncEEURfXw8ZYcPo9C64j7oCtRBVfcNlPlvM2lgFLFhOp5cfZDTDoGMWUUG3t94ivc3nnK6r2OwByfSbc5SUcSpz7o913UL4eWxXfHzqH8gsK+ljEVZf6Le8LstOLMaVKIVH30hmW626gBp6zfgfdPoS7LUojE5mfOT7sacluZ0Tt0mEp/bb8etXz80HTtWBlmLZjOGM2co27ef/NWr0SckSO4zZ2SQOHky+nefbtK9Zi/5WJIBDhDw+OPN5kCvQOnlRcQnH3N+8hTJfjLffhuPoUMaVE5eRkZGRkZGpu4Mjwli9YyBPP7tASd9ufd8HnvP5zH/Fxesoiip7BjmrSXCx03iRP8jIYPPtp7lRIY0SK8CD42KudfFML5vRL21njExkUc3f8p9m/5GUYcWAj75mWDnRM87dRbiQuq1ZmuhZOcukmbORCyz/awViISXZNO+XSjeN9+Ma6+eaKKjK7PLrWVl6I8do3TnTvK/Xe2UnKOPjy9vG7mgafqfQ/n31rR5L2Gxb9ejVBL27jvN5kCvQBMdTeTSzzl/1yQs+fkVGyRtzhzarl2DQutcOVZGprmQnegylxVWo5HE+2Y4GSDsMZ46TeK06bT94XsUbm7NuLtLG7VSQUyIV53KR7YGdG5qlk/rz/1f72PLiSzJub+PZzH0zb8Z0jGArXZl3wGeHNnJKZvbRencX2rP+Ty+2l59FGePCG+WTulbp8ydsvh4UmfPxnjqdF0frxK1QxaRvqzqzJnWimgykfzAg1gPHWAIMCS1POvF6u5B4QNPkNdrEAYEjGYramV5WdcIHzc6BnugUVVk4I/GmDyZjPnzKd68WTL/jmVvUDApCIVr+e+6RtnwKhTmnBzSX54vGdPGxhIy/+UWKW8pKBSEzH8Zw8mT6A8frhxPf3k+bv36ofLzq9M8B5Py+WZ3EkdSC9CbrPh5uHB1p0Bu7R1+SWeeycjIyFwMTOnppDz+BGX79tkGlUp8J08m8InHEZR1qzwj89+hZ6QPvz4ymHc2nOCTLWfq1ArJ3oFeE37uLswfF8uYBhoYizZuJO3FF/HMyq794gu4WKTaMmnB63j9vY7geS/WWVu0Bsx5eSROvcfJga4KCCDo+bl4/j975x0eRbX+8e/MbE022fTeSeiEXhQQRaWIiFgoil4UkWv9Wa4FL4oNO2K7ih1EuoqFotJBOogQShIISUjvZTfZOjO/PxZ298yW7CZBgpzP8/A8ztlzZs7urNl33vJ9r7vOrf3GyGRQde4MVefOCJ0yGc2HDqFs7lzCTheamvDHotfROCoCjMyW9Gl1U9nvK8bsbFQvXEiMBY8bh4j7Z7b6nG2BCw5G4icf48yN4+2V8aLBgLLn/oukbxZTWXcKhUKhUC4wvRNDvNqXzi0pz1NSb0RJvZEY25xd6fEawzMi8MatmYgPcS9B7glREFD37VJULlgA0WCAr1aBQpLMWfr5l6g8swcRDz98SSnGGrOzUfzAA0QAHQCUXbog5sW5COjrvqqaVasR0LcvAvr2RfjMmWhcvwEVr71GSJwbis/iwI+fobGPFgzDtrK7s4PGteug37yZGIt6/DEEjRzZthO3EmV6OuLfnY+z986wj5kLClD1/geIfqZ9E1QpFH+gQXTKZUXDjz96DaCfx1xQgLoVKxF+7z1/w64oF4tApQyLpg/Eot0FeOu3bBgtDtkcQQS25ZDB9bAABSIClSioJoPoFl5ATrkOWSUNOFbSgD15Ncip0Lm9poxl8PDIdDx0TbpPcqT13/+AshdeAHj3FeR1Sg1OhySgTmkrp74uioU8L9duZFkZ0lnP1FShYd06aMdduJ427UnNl1+ieT9ZeaXq2RPx770HRYLvahGKhHgkLPwEDT+sQdmLLwIWm3F+qBOLKmMNWFEPMAwCFa2X8ap4401HtiQARi5H3OuvXbCeRb7AyGSIfW0eCm69DeK598zX1aHijTcR//ZbXtcW1zXjiZVHsL+glnyhAtidV4N3fs/Bg1en45GR6WDZS6/6jEKhUNobwWTC2Rn3wZwnSXrjedR+9RUYhRxRjz12cTZHuaio5Bxmj+2G2/ol4Js9hfjhz2I0mVuvDpQUFoBpQ5IweUAStAH+KzyJooiqd99FzedfeJxTrdIiqGd3RMVHQrTyMBcXwZSdAytL2pYygYdu40Y0Hz6MpM8/g6pbN7/3czGoeOUVWIqKiDHNddcibt48cFrfJfED+vdH6g8/oGr+fNQu/sY+vj/ZjCp9BZhzTl8T37pEVlEUbRKbVkcQnouIQPSc/7bqfO2FPCYG0bOfte3tHM0HD6J+9XcInTzpIu6MQqFQ/rmYCwpQ8dbbMBw6BHlSEiIfeRiaq6662NuiXCTO25djesTgnd9zsOu0ax/z1pAaEYgHRnTC7QMS/K4+F4xGlDzxJPRbtnicUxIYATG1E7qnRUE0W2DOy4MpLw9WlvSdyXkraj7/Ak27diPx888uiWRNwWxG6VNPQWgm+9CH3zcDkY8+CkbhWyEKw3HQjr8RgUOvROkzz6Jp504AgJUDDkTqoNMZwMjlYJnWJy7yDQ2oePVVYkzVOxNh91zcWEjglVciZPJk1K9caR+rXbQIwTfcAHWvnhdxZ5TLGRpEp1xW1K/+jjhWD+iPmBdeACOToWLea2jatctp7moaRL8MYFkG9w5LxTVdo/D0d0dwoKDO49zaZjNu/OgPSOOFyw8UYdn+IveLnOgeG4x3bu+N7nG+VevXrVqF8hfmuoxzWi20t92KkNtuw6ytldiW66geqr0iGS/e1APmM2dQv2oV8jfuIdYqeAtK//MUIAjQjh/v0z4uFsbcXFT972NiTN27NxK//BKcxv9gN8MwCLn1FsgiwlH00MMOZ6QoQrRYfDZm3WEpK0PjunXEWMTDD0OZkdHqc7YXqs6dEfHQQ6h6z9ELvXHdOkQ9+QTkMTFu1xTVNuO2hbtR0ejZ4WuyCliwKRdlDQa8fkuvS1LGlUKhUNqTxnXrXQPoTtR+vQjh99zjV4CO8s8iIzoIr9zcE8+M7Yo1h0uwaFe+iwynJ6KCFBiQEoZJAxJxVUZkqxPYRFFExeuvo+6bJS6v6YLD8UP8QGxKGoBqdQiu7x6Nz+8eYH9dsFigf2kjYHWUOymFc0l61dUo/Nd0JC9e1OED6Y2//Y7G9RuIseBx4xD31putUotgFQpEz54NNigY1R99ZB8XBQGwWtuUUNm8b5+LZHzsi3MhCw1t9TnbC+0tt6Dx19/sjl0AqP3qK4TcfptP1ejn1bv25tXAIojonaDFiM6RkPmQaEyhUCiXG4LRiMLp98BabmstyGdloeiBB5GyaiXUPXpc5N1RLiZ9k0Kx9L4hOF2px9J9hfjuYDF0Jv8UcFgGuK5bNO6+IgVXdgpvlZ0pmM0ofvAhNO3e7fKaMSkNn4X2xc743tArAhCkkmH/c9dBrbDZXYLBAOtHWwCnPACl1VZNbzxxAoV3/wvJ3y7pEPaPN6o//himU2Srpsgnn0DEzNapB8nCwpD48f9Q/Pjj0G9yVIyLVqvNZm2DzVT//Q+EjDujUCDutdc6hHJa1FNPQb9zB6yl5xSjRBG1ixYhfv47F3djlMsW+nRCuWwQRdGlD3rcG29C1bkzlGlpiHvrTeI1c36+S+YY5Z9LakQgVt5/Bd66NRNdY7w3yZbKJLXU2ic1IhBzx3fHTw8P9TmArt+5E+VzX3QZ195yCzpt/B3RTz0FZWoqpgwi+w4eLqoHwzBQduqE6Nmz0fwyaWBENtcDoojSZ2ejab/n3podgcq337FXjAMAFxqKhI//16oAujOaESMQ/dR/iDGR5wFB8LCiZepWrSLWK9I7IXzGva0+X3sTft8MKDp1cgwIAupXrXI7lxdEzFpyyGsA3ZkVB4qwbP/Z9tgmhUKhXNJIHUaK5GR7FSoAiCYTmg/9KV1GuQzRKGW4a0gyOkeTNmfvBC3uvyoN9wxNQaCCdGB9NX0QPr6zP67uEtUmBZjaxYtdA+gch4gHHwC79Hus6HIdqtUhAICt2ZUwWhwV80WNZuidAugBghmhRof6ktDYiLMz74e1ilRz6kiIVisq3nyDGFN272ZTD2qj0zDioQcRNHaMy/UAHzT8PVC3bDlxrLn2WgRdd12rz9eeMAyD2JdfAuQONQRzYSGa9uzxsspGab0Bt36yG7cv3IP5G3PxweZTmLH4IEbO344jRfUtrqdQKJTLDf32HbCWl4MLDUXS118hYOBAgOfR8P33F3trlA5CepQGc8f3wCs3k9W6HMtAKXMfAuqXFIJP7+qPfc9dh8/uHoBhGRGttjPL5sxxeR5iNRrEznsVXdf+hL09roJeYWulqDNaccBJ9ZBVq5HLk7LxcU2OgiFzXh6K//2AXWGxI2IpL0fNF18SY9oJE1odQD8PI5cjfv580qcHtOmzEAUBdStWEGPhM2dCKbnGxYLTBCLm+eeJscbff4e12vcWVBRKe0KD6JTLB1F0CZKxgY6e56xKBUgy5sU2BNUuJHxjI2q/WYL82ychd/AQZPfKRO7gIci/fRJqv/kGfGPjxd7iJQnLMpg0MBEb/m84XhzftkxelgFGdY/GkhmDsPmJEbhnaKpP8u2A7f6W/XcOEZ1n5HLEv/ce4l6bBy7YEYjvl0xmYWaX6WC2Or63J+rI7NOM+uJzF+FR9tx/O2yiiLmwkKhqAYCYuS+0m3xT6F13Qd2/PzEmWlvXq1I0m11ULsKmTbuoMu5SGJkMYdPuJMbqVq+GaHbtk7Ujtwonysi/IQNTQvHxnf3w00ND8dToLghWke9t4fY8CL40eaVQKJR/MNLfEVlkpM2+JOZ0XMcPAFgqKlH10f9w5qYJNhuzT1+cGn4Vzs64D40bNrj93aC0nqPFDcTx3Jt64LkbumHu+B64olME8dqxEnJuazDl5aHq3QXEGBcaipRlSxH56KPonx6FhFCHA9MqiDjpZBNkSfbQKy0a4XdPI8b46mqUvfQSxJayTC8S+m3bHFUtACCXI+7119ukSHQehmEQ8/zz4MLCHIOiCNHaOul+S3k5dJI+leHT/9WWLbY78thYBI8eTYxJA/9Sms1WTPtiH/486xosP1vbjGlf7ENhjW8KDRQKhXK5IJptSe5sQACUGRngzvlGBFPr2oX83ZhOnUL5y68gb/QY5AwchJx+/XF65LUoeeIJNO3d12HthkuR7HKyveS/rkhBzqtjkf/6DVgwuQ/xmlrBYXSPGEQGta3neONvv6Px51+IMWVGBtJ+/gkht94KtUKG67tHE68725W1TWaU1Dt6iMtZBj16pBLzDUeOoObLr9q0zwtJ/apVRPsdWVQUop+b3S7nZpVKxL02j4hbiIJgKwhqBU27dsNy1lEMw8jlCL1japv32Z5oRoyAIjnZMWCxoP77H3xeX1TbjC92nsHSfYVoaO7Yz+CUjk/H8fBTKBcYhmWhSE2F+cwZ+1jF668j9sUXAY5DxVtvE0F2WVQU2MC2Vby2N7xej6p3F6B+zRqIBgP5WkMD+KwsGLOyULngPYRMvBmRjz8OLsh7VTXFFYZhYOHJBIpuMUGIDw3AsZIGlDcaXdZo1TL0TQpFZrwWPeO16JsU2mojtOLNN2GtrHQMsCzi338fQSOvcZkbFaRCdLDSXjVs5gXkVujQM94mFSt1uKY3FNv/21JcjMp3FyDmIvdUdEfdipXEsSozE8FjxniY7T8MyyLqP08CnzscvyLPtyo4oNu0CbxTNiQbGIjgGzueVH7w+JtQ+c58CE02pyRfVQ3d5s0IHjuWmLd0H1lVPqJzJL6ePtCejdw7MQSje0RjzHs7YT0XOC+qNWDn6WqM6Bz5N7wTCoVC6ZgE9O0D3a+/2o+bDx4kJ7As1L17/8278g1LWRkq3noLut83AhJnjNVohLWqCk27doGLjED49OkImz69Q0j9XcrUSZyFMpZB91hHomSveC02naywH/9VVO+iQOQPIs+j9LnnCFuHDQpC0qKvoerSBYDNBs5M0KK4zrGvYyUN6JtkS9r8SxL07JUQguhZs8EwLGoXL7aP6zdtRuO69dDeOK7V+71Q1C0nq260E26yv//2QBYWhvCZM4Gitx2DVmvL0lVuqF+1mvj/UZmRDvWAAV5WtI6ZbayQCr1jKhrXrrUf67duhaW0FPK4OLfzl+8vwplqz0FyncmKDzafxvxJHfPvJYVCoVwMNMOHgw0IgKWkBKeGDbePB4+9ocW1bf073xYMWVmofOttNB844PKa0NwMS2kpGtdvgKJTJ0Q+8giCx4x2cxaKPxwvJf2AmQk2/yDDMOidQLaVyipuAC+I4NqgcmStq0P5yy8TY4rUVCQtXgSZU2Jhr3gtVh10+CSd93mkmLQxO8cEIe3Fj1A0axaa9+y1j1f9738IunZkh2id6IxosaBu9WpiLPzfs9q1jZe6d28EX389gE2O67ayGKhuOZnwGDRmTIfrOc+wLEKmTkHlGw7l4LqVKxB+34wWn0O3Zlfi/iUHYeFt9veCjblY/e8rkRrRseI8lEsHWolOuazQTryZOG78+RfkDrkCuYOHoH4lGbTT3jKxQ/X4tVRUovDOaahbtswlgC5FNBhQt2w5Cu+cBktFhde5FPcckxidtw9IxBf/GoC9z12L7FfGuGRQPnB1OhbdMwhPjOqCUW3I4jSfPYuGH9YQY+H33ec2gH6eXvGkUXbeEG0yWV0qhgZcTTre6pYv75DfEf22bcTxhciIVPfpA1kYWcl/PsDsD7qt24hj7c03t1ly/kLAaQKhnTCBGNNt2eoy7/DZOuL44ZHpLnJe6VFBGNsrlhj7s5BcR6FQKJcb2okT7VVBbl8fPx7y6GiPr18sjCdOIH/SJOg2/OoSQJfCV1Wj8u13UPLY45dM5VNHRWqjdY4OgkrucAj1TiTtu3VZZWg2t85RBthsK+ORo8RYzNy5LgHkXvEhbvdptgr46Ugp8VpmYggYhkHU009B1TuTeK3qww86nKqXYDCgae9eYix0avvbmCETbyYrhUSxVUphum2knRYydeoFeT797LPPiH/+ou7bF0rn75EgQL9jh8f567PKiOPeCVqM7BpFjP16rIyqHFEoFIoTXEgIEj7+GPIkW0IdGxyM6NnPQjNsaItr2/p3vrU0/vY7Cu+c5jaALsWcl4eSxx5D1Qcf0qr0NiCKoqtykFPgPCU8EEFOyoKNRiu251aiLdR9uxR8jVMzc7kc8e8tIALotn24tzEB4Oe/JDZmghasQoH4d94B59wH3WJB9SeftGm/FwLj8ePgq5yKawICoL1pgpcVrSNk8iRygOf9trcFs9lF+fNC2MPtQcjEiWCclN2spWUwZme3uO6VdSdg4UVMvzIF13WLQrXejA+3nLqQW6X8w6FBdMplRejkyZBFkQ/ootkM0UhWFnMhIQibRkoTXkx4nQ5F990HU06OX+tMubk4O2MGlXdvBZWSftAZ0Rr7f6vkHIakkU7yFfvPtoujp27FSqJSRdGpEyIefsjrmvQoUm3g/N5//KsEBqc+ltHBSmQ++RDkCQmOyTzvIkV+seH1epjz8x0DDIOg665v9+swDANFSgoxJhhdVQZawnjsGHHckTOngyV9Oo3Hj7vM0ZtIB303p6o4Z7rGkN+7tjj2KRQK5Z8AFxyMxIULXRengRkAACAASURBVGxNAAi8ajhiXnjezaqLiyk/H2fvnUE4fXxBt3EjSp9+psMFSS8lztaSLXWkv7dXdApHeKBDYlxntOIniYPRH9z11g4e51q91i2W/H0vrLHt8/cT5ajSOezjQAVnD3wyHIe4118nemNbCs+iaXfLvbH/Towns4lEEXliItQ92tbCyR1cSAg4LXk/+Tr/+nwLJhNMuaSzrz1VmdoThmF8sjHPU6Mnn7OeHdsNH93RlxhrMvMwtlIGn0KhUP6pBA4ZjE6/bkD6ju3I+GMnwv7VsVp8OKPfuRMlTzzht9pf9ccfo+azzy/Qrv756E1W1DtJVytlLFLDHUUeLMtgdI8YYs03ewpbfT3RYrHJmDsRMWuWW5UfqQ+pqNYAQRBRrTdh3VEywe78HmXh4Yh5fg7xWuPvG2Gtqmr1ni8EhmOk3RM4fPgFKa5R9e4NxrlVqCj6/VmYck8R/dRlMTFQ9+3jZcXFg9NqETiUTBTyZmMCgJUXcKaqCUEqGV64sTueHdsVAHCqQn/B9kn550OD6JTLCi44GImffwYuMsLzHK0WiZ8uhCzC85y/m4pX58F0inSicJERiHj0EXT67Vd0+eswOv32KyL/71GX92Y+nYfyV179O7f7j8AkcdoEKEipmAl94qBwMlwKaprxx2n/HNBSRIsFDd9/T4yFz5gBtoUejdK9mawCRFHEEokhPGlAIrjAQIRNn06M169a1aGc4KaTJ4ljRVraBavsllYMCi2oPEjh9U0wFxQ4BhgGqu7d22FnFwZlt+6AUwWTOT8fvJ6svteq5cTxwYJat+eSVp5L11EoFMrliLpXT3T6dQNi581DyNQpCLv3XiQtWoTETz/tcG2CREFAyRNPgq8ng3uK1FREz5mD9C2b0fngQaSsXo3QO+4gqgAAQPfbb6hbuuzv3PI/CqOFtDWD1WSnNaWMw+SBicTY4t0FrUraNBcXo2nXLmIs4sEH3FY1B0t+z43n7MrFuwuI8Vv6JUCjdOxZmZbmEuStX0lKp19sjCdOEMfqXj0v2LXYAPL/d77eP8UeU24u0VdTHhfnUtHVkVD1ID9LgxcHZ1yImjj+z+ojuOXj3cRYaIAcajltGUGhUChSGJaFPCqqRT/RxcRaV4eSJ550UThSD+iPuPnvIGPXH+i8by8Sv/wCQW4SxKoWLEDzn3/+Xdv9R2G0kL49jVLmoix415Bk4nh7bhUKa/xXZQQA3bZtRBCXDQhA2HT3yR0qOUf4UQFbS8pVB4tgdmqpmRwegKsyHK0Cg8aOhSLVqT+61Yp6iYLnxUZqY6p6tn+SJmBLXGTkpK1uLSvzMNs90iC0qmePDqXEK0Ut+SyNx7wH0WUci8wELXRGK+5fchCPrzwCAOibFOJ1HYXiDRpEp1x2qLp0QdqPPyJ85n3gnBwRnFaLsOnTkfrzTx2qX6WlohINTj3mACBwxFVI//VXRD74IBTJyWBVKiiSkxHxwANI/+03aK6+mpjfuH49LOXlf+OuL314iYOSlRgUERolbujVftmbAGDMyQXf4JAzYrVaBN8w1ssKGzKO3JtFEHCwsA7Z5TrHuRhg6rk+mtoJN4EJCLC/Zq2sJAPBFxlLOSkvr0xPv2DXImSh4H8/IdPJE6RyQGpqhwuSOMNpAsmHD1GEKZtMWriyE5lYsGBjroujf9+ZGmzOJiW/rujUsfonUSgUysWCDQhAyK23IHbuXEQ//RQChwzukI6J5r17XRLXwv51N9LW/oKwaXdCHhcHThMIda+eiHnheXRavw6KtDRifu3ixRBbkICnuEdqa8rc9KK8Y3CSc+4bsst1WLLXf3uzed9+4liVmemxAlu6Dysv4Ic/S3CggAwCT5M4YAEgdOoU4rhp/4EOJclqrSCfhxQX0MZk1GSgWDD4p3bk4uC8ABXz7YnUWWw6dRqCh+rDm/vGE8cl9QbiuQUAJvSJ75B/NykUCoXSMvXffQdB5/R3nWEQO+9VpHz7LbTjxkEWHg5Oq4Vm6FAkvLcAycuWgQ0iq5Rrv1709276H4KLL9ONfdk7McTeJx2wubReXXeyVTZb8959xHHwTePBaTQeZsOl93ppvQELt+URY9MGJxP7ZhgGoVMmk9fdR7bnudhYK/4+PyYjI4PovE7nYaZ7pDbmhVBlak+kNnBLlegA8MqEnggJkGPTyUpklTSgc7QGj4zMuFBbpFwG0CA65bJEFh6OqCefRMYfO5G+fTvSt29Dxu5diH72mQ7Xq7J+9WoX2cGE99/3GKhjAwIQ/94CyJOTHIM8j/pVqy/0Vv9RKGVk5YPZ6lqpfdcVpPNw08kK7GpDNbpUFjxg4ACwkqovt+skmaYKlsWr60in+HXdou1VH1xQEAL6kFI9vhghbUUQRBgtvItRL8VZVgiAT59Ba2Ek9xl+PjQYT5K9eDq6gxNwY4CeIL8rUqf4keIGXPfudnyyLQ8/HynF098dwR1fkA9K3WKD0S+JTEigUCgUSsemdhlZRR541XBEPfssGM599ac8Lg6Jny4kqh8sxcXQS3rqUXxDKSMfxaX2HAAkhAZgjERy840N2X5XC0ntPM2wYR7nmiQ2L8sweOkXcv3Q9HB0kUhyAoC6Tx/iGUVoaICluNivvV5IRLPUxlR7mNl2GFbiavFT9cnFxux54arm2wNZaCjkcXGOAYvFRUntPBP7xqN/sme7MVarwsMjL5zzmUKhUCgXDpHnUb9iJTEWPut+hNx6q8c1Af36Iu6N14kx3ZYttBioFUjtS5PFfbLr3VekEMcbT1S0qm2Qi405fLjHuaIouqh+vrL2BBqNjmIWlZzFbf0TpEsRKDmv4fiJDpWo6eLHVAd4mNkOSBIR/C0GkvYU7+g2posPMze3xffcOzEEu54ZiU/v6o8lMwZh/aPDERmkvJDbpPzDoUF0ymUNw7KQR0dBHh3t0WF4sWlYQ0rUhP3rXy0GFVmVCuFOkt2V6hD8su0Y3vktB/9dk4Xn1mThzV+z8dNfJcivbupQhkdHQS2RSK+S9O4DgH5JoegRR/Y7fPq7oy49pX3FKKkI9jUbsFqyt6ySBhwpIqVZpQZyS4HU9kBvsmLF/rN4dPlhjHxnGzr9dz26Pv8rOj23Hle8vhn3LT6IhdvzUNlIVuZIpYkEk+tn316I0l6Lfla8uEjgJiZ6mNlxkO7RWf0AAPonh2JYOtkWorjOgDd/zcajyw9j1cFil0SI/7s2g1YLUSgUyiWEta4O+i1bibGIWbNa/FuuSExE8LhxxFhDB5NTvFTQBpD2TlFds9t5z9/YHUFOsukGC4//rD7i4oT0hlGiOOBNYvJsDbmPknoD4dxUyli8MsG9s41hWZe2NhfCxmwtjIL8zEWTf9Xh/uDSKslNJZg3XGzMpI5vY8qTkohjQWJj2udxLBbdMxA394lz+ViuSAvHqllXIEJDHZ0UCoVyKdJ84CAsJSX2Y0ap9Kl3u2bkSCgznBKoeB4NP/9yIbb4jyZQKSN+WxuNVjQaLS7zJvaNR59EUt567s/HUdHou20kiiKMOTnEmLfCkvJGI5xdSQqOwdYcsp/3k9d3QWiga6sCRUoKWCdFTaGhwW8Z8wuJix/T6F+rSL+Q+OP8jWdcan5MWXg4ce9hsfjUijNQKcPoHjEYnhEJGUdDoJS2IWt5CoVCuVgIJhNhfAI2KW5fUI69EZu+Woe1qVciJ+xcZenW027nZkRpcNcVyS69DS9nMqI02J7rMOaOlTTixsw4Yg7DMHjpph64/dM99gLmknoDXl9/EvMm9vL7mtJgpjwxycNMkmMl5Dppb/bRPaIxNJ2U2lYkk+eWXrstNDRb8N7mXKw+WOwxoaCswYiyBiM2nazAO7/lYEzPGDw5qgtSIwIhi4oi5prz3H9v2wOp8cjI/Pv+i2YywC/tF9sRke7R5T0wDD6c2hdTP9/rIq3pjv+M6owxPWNanEehUCiUjoOlsJCojJUnJEDdr59Pa7U3T0DDjz/aj/UFhThW0oAGgwUMA8QEq5ASHuhWPpLioFssmYh5rKQBoii6JDLEhagx58ZueOb7LPvYgYI6/N/yv/DhHX0h98EpJLXzvDnLsiR2ZW0TKcn91OguSIv0LNMpT04CDhxwuna9x7ltoa7JjN15NThaUo/C6mZYeAEqBYeMKA16J4RgSFq4S1KsLJK0MU2nSfnQ9kSUOPf8rXoXJUmkjPICKjNJvnOtTbBmlWTg21sibJBKjvem9MXTY7riQEEtLLyI3glaZES7KhxQKBQKpW201995XzCdIX9bNSNGQBbasmodwzDQTpiAynfmAwDqFRocP1OHmu15aDLzUHAMEsMC0DNei1RqZ3pEIWORHqVBboXePnaspAFXdiILJTiWwTu398YNH+y0K282GCyY/vUBrLh/CLRqMijsDtFkIuwdRi6HzIu669Fi0sa08OT3sH9yKO4dlgp3MCwLeWIiTE5Be76+nlTBaQcMZh7rs8qwL78Gx0oaUdZgAC+ICFLJ0S02CL0TQjAuM9bFFpZFRhLH5rw8QNJqtb0QrVaiLJYL8s92crExLxU/ZrMj0Vc0mQA/3zeF0hZotIxC6cAIej1xzGm1Pv04HiioxVOrj6Cg/1SfrnOqUo8XfjqOD7ecxrybe2JUDxoQ6+XUHwgAskrcOwAHpITh3qGp+PKPfPvY0n1n0T85FLf0c5Ug8oqkosiXgK7ZKiC7jAx0Wp2yEkMD5Hj15l6ulWUceW7R6pqZ2hq2ZFfg2e+zUKnzvXrcKohYe7QMm05W4OnRXXFXr67E66a8MxCam8nMw3aCr6khjv2Vjhel0vSXwHMcI5V+4l3lRUMDFVg56wq8svYEfjxcQnynzhOrVeHpMV0wsa+f33MKhUKhXHR4PSkHLk9I8FlRRJ6QiCaZCpuS+mNLYn/kaePBf/gHMUejlGFgSiimDErCtV2jaPa/G9IjNVDJWbuMe7XejPJGI2K1rsHWSQMSsT6rnEjw/PV4OR749k98dEdfqOTeK1BEXpLU6MXGlCZnOtM/ORT3DHXv3DyP1H71V2KyJXLKdfh0ex7WHi2D2Y0Nc55glQy3D0jE/VelITrYZt+pepBV8oZjWe6WtgtCczPgZFZyoSGeJ7tBFCXv7RKwMdEKCfu4EDUm9IlvcR6FQqFQLg0ENzamz8QlYGtCX6xNvRInws/ZGxuyXadpVZg6KAlTBydR5RI39IzXthhEB4D0KA2evL4zXnf6jE+WNWLaF/uw+N5BCHNTEe6Mi7KjTOb1eUJqYzp7mZQyFm/flunSM92ZC2ljNpms+GDLKSzfd5ZQYDpPo9GKknoDNp2sxPyNuRieEYGnRndBZoLNvlN1704kGRsk7TrbC1EUIVrMgNPXXhYb699JpPbZpaAqKbEx3fkxKZQLCfVmUCgdGGlAj9fpXPqsOCOKIub/noNJn+5BQY17SUhvVOlMuH/JITzz3VFYLvMfpF7xkiB6cYPHbN3/nKugduap745iQ5Z/0kLS7D9e19jimtwKnVcH4ksTerrt+yJIzs22Q3XLwu15uHfRQa8BdDnn2TgzWgS8vPYEnlyfR8pBCgJ0mze3eX/uMBcWEseMn1VCjJJ8qBDNZg8z/cNo4fHTXyWYt+4Env3+KF78+Ti++iPfRfq+NUirgliV+4dOrVqOd27vjd2zR+LZsV0xvnccRnWPxtRBifj0rv7Y+fQ1NIBOoVAolyisWmJz1NX5tE4QRCzaU4i7Rs/BwsyJyA1NAs+6BnD1Jiu25lRh1pJDuO7d7diTV+PmbJc3Mo51qUbfddr958QwDN6d1BtpkaS9uelkBcZ9sBN/nvV+/6R2nqBzrzTTYLDgSLH7xNH4EDU+uqOvV+cmAAiN7W9jAoCFF7BgYy7GfbATPxwu8Wr/AjZn55d/5OO6d7fju0PFEEURqq5dCSecpfCsiwxpe8DrdOAbSUcxF+JfEJ1VkPaZtJ97R+TvrJ6nUCgUSsfExY/po42ZVdyAKfvNeGvAnY4AugdKG4yYvzEXV7+9Dcv3n6UtKiVI/Zn782s9zr1veBqu6UJWUWeVNODWT3b7YF9K/GFGIwQvPrG9Zzw/D7wyoadXpSMA4CU2ZntVUO89U4PR7+3Ap9vPuA2gu2PnqWpM/Hg33vo126aGJOkr3rTzD1tCZTtjysoiA8gM41IF3xKMUmpjto8f80IitTE9+TEplAsFrUSnUDowTEAAWK3W0U9OEKDbshXBo0e5zBVFEXN/Po5v9hS6vAYA3eqLMOSGYUiJ0IBlbD2OjxY3YH9BrUt/45UHi1DXbMbHd/a7bCuHUsIDEaSUQXdOjrzRaMW+/FoMSQt3matWcHjn9t6Y8tkeuxwRL4h4aNmfeOPWTEwa4Ft/GUUiGZA0nXTNuJXy+4kKj6+Ny4zF+Ez3GYlGybml8u7+8sXOM3jDTYZwhEaJKQMTcVXnSPSIC0agUgazVUBuhQ57z9Rg+f6zyKsiM5V/PlKKobHdkXn2rH2sbvkKaMePb9MepRiystB7XxX2hTmc/4GRrvfXG1wg6cy2VlV5mOkbVToTPt95BqsOFqG+2dVZ+tr6kxjdMwazrkqzZ7z6i3SPjNp74kBUkAr/HtGpVdeiUCgUSsdEHkOqDplycmAuLIQiOdnjmromMx5Yegh7z9QBct+dVgU1zZj6+V7cf1Uanh3TlcpvOjEoNQyHzzqC1sv2FeK2/u4T1MI1Snw7YzAmf7YHRbUO6cy8qibc9slu3Dc8DQ+PTEewylV+U56UCFNurv3YeDIb6sxMYk6TyYpHlv3pIq0JANHBSiy9b7DbKnkp7W1jnt/b/UsOekwy8IbOaMV/Vh/BkaJ6vHRTDwQMGoTmvXvtr9ctX47YF19s8x6daVjzIwae5FEbeO45iuOgDvPPwSlVYGqrjXmek2WNWHmgCCfKGtFstiJI2bJcq69I98gG+JecSqFQKJRLH1ksaWPqt2+HYDaDVXiuav52byHm/nwcvOBfb2e9yYrZP2RhW04l3p/SsjLP5UL/ZFI+f0t2JcoaDG7tOI5l8PGd/XH3V/twoMARNM+vttmXM69Kw+PXdXb72TJyOWRxsbCWnisgEkWYcnKh7tXTZe72nEri/M7MHtsVkwZ695vyOh0sRUVOF2egiG+7ks0vR0rx+Mq/3KovtgQviPh4Wx5yynX43+Re4MLCwNfaEhYEvR4Na9cidNKkNu/RGf2q79HXIOJomu15ilWr/O6J7s7GbGtfdJ3RgjWHS7DmcAnO1jTDzAsICZDjyrQITBuS7KL26g9CU5OLUm9LfkwKpb25PKNjFMolAsMwCB4zhhir/eYbt1mWn+884zaAPqZgL77Y+Aa+iizF3Jt64l9XpuCuK1Iw+4ZuWH7/EOx6ZiRmjUiDTOLQ/P1EBV5dd7J939AlBMsyGN6ZlDv6dq/7BAXAZqS+N7kvnD9GQQSe/u4oHltxGPXNLWf2STMXDVneJSYtvIBFu/LdvnZFWjjm397bo5SS4ehR8to9erS4P08cKqzFvPXkd4VjGTwyMh27nr0G/xndBYNSwxCotOVtKWQsesZrcd/wNGx6YgTevi0TQSoyp+sDDenYNfz5J3RbtrR6j1JEQUDl/HeRWgEEGm3/guQaqAL866mj6EQGl40nWv//zNHieox9fyc+23HGbQAdsEnfrztahpv/twtL93n+PnrDePwEcazMyGjVeSgUCoVy6SKPj4eqN/lbW7v4G4/z65rMmPLZXuw9476SJT5EjSFpYRiQHOqxh+JnO85g9g9ZtFrIicmSRMs/z9Z7lVOPC1Hju39fic7RZKWOINo+38HzNmP2D1k4UUpW6qgldp7h6BH7f5+q0GHuT8cw+LXN2HGq2uWayeEB+O7fVyJForrkDr6xEeaCAscAw0DVrVuL67xh4QXMWnLIbQA9OTwAM4enYsHk3vj87gF445ZeuGNwEkIDXL+DS/YWYt76kwidMoUYb/j+B5hOn27THp3h6+tR/flnyCgT7TamNjAccs67JKoUZUY6cWw8frxN+zpZ1ohJC/dg7Ps7sWh3Afbn1+JYSSP2eKkK8wfBYIApj+yDq0xP9zCbQqFQKP9UNEOHgnVqQ8nX1qLxl7Ue53+zpwBzfjzmUtwDAN3DFJg6KBGPjkzHfcNSMSw9Aiq5ayjjt+MVmLXkkL239+VOr3gtukQ77oEgAsv3nfU4X63g8PU9g3BlJ7KoRBCBT7efwfULtuOLnWfc+jW92ZiArQ3PnB+zcO/ig26vPWdcN8zyoWjDKJFHV6SlgQ1s2Tb1xo7cKjzmJoAeFqjArKvSsGTGIOx/7locfv56rHt0GF69uSf6JrkWs2zOrsSTa04g5LZbifHqTxaClwR/24Lh+HE0rfsVncqdbMzgKL/PI7XPjMdab2OKooiF2/Mw5LXNeOGn4zh8th41TWbojFYU1Rqw8mARxn/0ByYt3IOzrVDMBQBjdjbg9PyoSE72mpRDoVwIaCU6hdLBCZ06BfUrV9qPDYcOofrDjxDxyMP2AGluhQ7v/JZLrAs26TH7wLfoU30a9QFA9c1XorHWvVzhzKsjMT4zDg8u/RNnax0/aot256Fbsh59Ev2veA2UByIhyH0lzZn6M7AI/ksSylgZOoW4N65K9aXQmd1LU7ZEmjYNcs7V2Ta+bzB+zT1sP/7tVDn2FMsRFuD+xzo9AXjyxmC8uzEHvDkUEGxVWj/+VYo/TtfgtYk9cWWGBiX6ErfrrUlqFDkXqZRnoenoZnsPqXB1OCLUtsB+td6EmYsPnpMa4sEqK+3LuscG45kJqSjUuXcImk6dRmljHhAJqM1AVCMDVffuLvN8uU9mq4DHf/gTjMJgb9Woksnx5R034opOrlXd7u5TZhrwv+kxePaHoyhvsEn0lCmB37sko0utI1AsvPQCuvTtC1komVVbY6hBtcHV6esN3YZfUZ23F863UhYW5tc5ANfkA1N2NkSLBYzcv6qenHId7vx8n135oCUEEfjvmmNgGQZTB/le4SVaLDBJZEulDz0UCoVCuTwInToVZUccSXV1y5cjYNBAlwROURTxyPLDyKkgf78DLc0YXb0Nt8y5B5Hhzklo4ThdqcfPR0rx2xGz3R4CbGpHaZGBuPOKaI/2UEs420POWAUr8urz3KxomYtmt3LAgAwD/nSqRn9761Y8d4PnwHOaNg3fP3AlXlt/Esv3OypyGE4PE6vDyiPFWHlkH2K0SmREBSE9SoOY8CA0d7bZC2ZWhorSclR/8wNOVzejtMEIwRJK3KfzXNdDi39fG4pmFCHHsxKoncZ161ETYXNyaZuBqFhXB6e/92n5vrPYXVQIVgmIghKiJQwRGiVentADY3rE2JUNztSfQZJgQd90BaYOTcTao2VYvKeAcKh/faAMKeO6IKZrOPgaW/CYEyxQPvdfpCxb6tJrszXPF5ULFqAJ1eDP+/gZBpzEdvUFqY3ZliD6nrwa3Lf4AJrMfMuTAWSXN6JrTHDLE50wZmcTPTblSUnggv07B4VCoVAufdiAAGgn3oy6b5bYxyreeAOq7t1cEusOFNRi7s+uv29XFx3EDZo89H76v06jHIAQ6I0abDhejqU7DDBYHEUj23OrMP/3HNx/TZTf/qHzxGniEKRwLazQm/WXnN06qq+AU1sdLSa/PVyDkb15qD1U68tYGb6aPhAv/XKcsC8BoLixFK9tOoN3trK4qnMkMhO0yIjWIDE0ALrMONT95Zibv+17NGdm4FSFHnvyanA0XwF34Se1qhmPjY7B8C4W5HjwVTtTtWEJ9Of8pZGNgLana7W7P/dJZ7Ti8R8PQZSbwQIQrRqIfBDuGZqCp0d3hVph+5zO3yeZChjYGRjYOQL7C1h8sOkUapocSQUbcsqQOSANyTEcwNvsLXVzGTRvvoXYV152ub7fzxcWK0pefxK81gqc874yCgVYjXcJfHeoevRA4/r19uPW2piiKOK5NcewfL/nBI3z7C+oxcSPd2HZzCHoEuNf8ZJ0f9ICNArl74ChlQD+wTDMoX79+vU7dOjQxd4K5TKicNpdaD5IZu0FjrgK4ffOQMCggZj06R5CFkdjbsbbOz9Gsq4cvwxisOFKJcRQz06MjJAMdAnrgiaTFb8cKYX+fCCPsUKpPYbQQP8zvKLUURgUO8jta5vPbobBanD7mjcUnAKjkl2l7AHgYPlBlDeX+31OALg26VqoZa5SMKfqTmFvcRac280EKDgEKL1L5ZitAhrqEsGbXeVqwoKNENWnoZS5FwIRGhqJvveMSgVWY3M+ZoRkIFKZipNljThdqXf0rWeskAXZsjIVMgZBajm8CaUKOr29n0yoHujLxyHo+utd5vlyn4wWAXpJz6DwwACMTx/jdr63+yQIIuqaLfYEQ07kEWx2JHUMyhURGB6NoOuvJ5ycp+pOIafO936WosUCoVEHiCJSK0Q0BjBgNYFQpKQgSBGEL0Z94fO5AODU8KsI+crUH9fYem76iNkqYNSC7SiQZGWGBMgxoXccMqKDUK034ZcjpS7S9xzLYN2jw3x2dBpPnkT+xFvsx7KoKGTs2O7zXikUCVSTuR2hNibl70YwmXD62uvAVzs5GhkG2lsmIuzuu6Hq0gUA8O2uPMz5hZTo7lGTi3jtN8jtJoeo8Synl6rJxF/5gMHssBVYlsHV3ZU4Ufdnq/Z93m6VYuJN2Fi4sVXnvJh2q9kqoNFA2lLBahkUHmxFZ7u1uM6Anaeq0GSyglVWgFWWuV3TErwhFaKFtFujg1UYkiHHvvJ9vp+nrt7uOEysFtEtrg/UffoQc/y5T7wgot7JNhStQQhhu2NszxgXWVF394kXRDQYLM6xXbAsECoTIehslUFyHhiSLUKRkQ7N0KGAk4qTv88XosEAoclmz4XqAVYEZJGRkEVHoU9kH8wePNvnc/ENDcgdPITYeJdDB8H6KV+ZV6XHzR/t8pqoWfjmjcTx4HmbsPbRYYjQ+N5vsnbJt6iYN89+HDR2rgoAowAAIABJREFUDBIWLPBrrxSKE9TGbEeojUmRKhRe6FiAKT8fZ8bdSCRXMSoVwu6+G6FTJkMeFwejhceYBdtR4NSiRsFb8HDWYuwbnIviTsGA0rMvcnDUCOzIaUCdU3U0wwB9OhlRZjjTqn0PiB6AmMAYl/Gq5iq/7CFnLpbdKopAbZPZuYAXagVrV4iU4my3OtuXAMAF5IORuSolMQxsapznbD+RYSBIRI+tuh6ASBaZsAyDgZ1NKNT7qAQkiODr6uzVyN2KRKQOvs5ecHQef+6T3miF0eL4fgrmaFyV3BvpUWRQ2tN9EkWgvtlM+ItZBghhrBANtu90qB7oWSgiYPAgl8Ilf58vzvtx5TwQfM51qEhKAhschInpEzGl6xTvJ3Ciae8+nJ0+3X6sSO+ETms9q0V44n9bT+Pt33z3xQJArFaFDf83HCEeitPcUfrMM2j46Wf7cdTTTyP83nv8ui6F4kSrbExaiU6hXALEvPwSCqZMhdDokGZs2r4DTdt34HRqTxzoPZ2Y/9CRH5CiK8dPgxisGcZBUHOAxbNsSqGuEDqLrcoiLoZHXtU5uRlGgMCYoDNbwHmQBfdEJSpxsMK9XE+DqQFWwbeKW2dMvMnjOSuaK9Ds5T1640jVEchY1z+H9cZ6cDILBCeryMADgplDS+08E6LrUd3YAKOFrPhoEMxgzU1oMtsCoCzDgGUZ+19wUclAdD63aAJMIgQwOFR6CiZTsW1cacvDBQAwAhjOBBnLQMaxMFi8ZDMKAgTRBJyzV8Qg4GSIDKybz9WX+2S08GCcfJgyloFZFFt9n+Ry0Z4cIADQsxw4wfYZ5sYz4IRKsAfWQJ6YCEZuu2f1xnqf773I87YkBbnN+K4IYaC2spDH2XopMa34LVX17An91q32Y/2OnX4F0X8/Ue4SQL9naAqeGdOVcBD/37UZ+PlIKZ7+7ihM56qqeEHEV3/k463bevt0Lf3OP8i90yp0CoVCuWxhlUrEzXsVRQ886HByiiIavv8BDd//AFlcLCzBoXij0xRA7uid163mDOJDv8LhzgyglHm1MavN+UiJVyOvSk/IdB4s4wGudXabs93qDC/wrbYFL7bdyskECE5eTr3ZBKXIubVKpHZrp0QR1Xozagy1EFiT3/sEYAu+y8lS89AwDbJrzb7bWFYrRI63G6jlYSz4CCMYyWfgz30y8wLAivbPgWWB2PBSHKt1TRbwdJ8UctFuNwGACEAHFpyag8jzMIvAiSQGMOWBO1QNeVwcwNkcwP48X4hWC0SL1W5jhzAAo1RCFuVfL/TzcFot5ImJjv6fgoCm3bsRdO21fp3nnd9yXALog1LDMHVQIlIjNDhZ1og73iTXlDcasXBbHubc6KpU5Qn9zh3EMVU6olAolMsXZWoqIh97DFXvvmsfE41G1Hz2GWo+/xyKpCSsiemLgthhxLonD3+NX0eeRlGMDAxrBSye7a883XHEx3IwOBeYAMitMYKTt84ezKnLQbG+2GXcYDG02sa8mHarTCYQUuVGHhDNLFg3/l2p3ZqWKKK80Yi6JjMgawDjwcYUACK6JD0zF1AIiGTiY3SwChUG3z9T0WyGKHe8j7NxcjTKyoEKMtHR1/skAjAJpC9TG9SAejEbByvIud7uk0IBwucrAtBzDDgVC1EQIAadszHLDkBmLbDZhOc+e9+fL0SIZgtEkQcUgFm0BdG5EC3YYFtFt79+TFUP0r4z552BubgEigTfe8w3NFvw4ZZTxJhGKcO9w1IxoU8cQgMUOFBQiy935mN/geMZo6zBiC//yMeTo1wTS9whWixo2r1Hsn9qY1L+fmhPdArlEkCZlobEhZ8QfYXO83MI+ePXtzIHI0r+glkGbBzAQVApiIqKlghQcgiTVJ5b+ctXsULGupojzga6JxQyFulRGkQFq9x+/CJs/a3NvACjhYfRwsNkFWAWGVg4OSycHGZODhMnh4m3BZbNvGcJRpZhIOda/pMuSgLsDMu5/V75giCKkH4zZD7swRvSz9vKcjaPqfN1m5thOn3aVu3k61dTFG2Gt9lM9NIBAHlcLBiFLTM2JTjF7z0HDhlMHNevXAnRy72SsmQP2dv8xsxYvHBjd5cKK4ZhMKFPPF65mZQu+umvUjR46KHujMjzqF+xwuveKRQKhXJ5oRkxArGvzQM4V5Uda2kZfjdooHcKoKstRtxZ8C1OprFeq4OcUcpZxIWQ1bPNJt7nn/DLATknqRADfO7rybIMooKViNGqoJC5d4z6S1SwCiqFd+UlAlGEaCUdgYxKZU94bA0i4NIfNVDJQcb59/5YhoFMkv3KCyIYhdylMo9vaIDp9Gl7lbpvGxUgmky2ADpxYRaKhAT7c1iKNsWvfQNA4JAhxHHd8hUeZrqnvMGI30+Q3uAnr++MVbOuwMS+CeiTGOKxLdDqQ8Uw+Cj/bi4qQpMkUTNg8BAPsykUCoVyORA+8z6E3eOmWlQUYSosxE+aDGL4hvzd4IJOoSxKDsbHfscyjkFCKGljmqy81OVz2SLnWBd/ptkq+GSDcyyD+BA1usYEI1DhPrGzNajkHCKDfFe6EXnexb/GBge3Sa9Eal8yAIJU/tusDODih7XyNhtT6gi2VlXBfCYfotHo+wUEHqLR5PL+GYUC8phY+7G/NiYXFERKoosi0UbWF1YfKiIq+YOUMvz40FA8cX1ndIrUICxQgdE9YrBy1hBMHpBIrF1xoMgnvzoA6DZvIZQ/2YAAqHtROXfK3w+tRKdQLhEC+vVDyrKlKHnqaZiybZKaIoCD0WTF6815f4ABIHRLBxOpA3iH/LOCU7g4iwBAxpB/CsI1CtSe6+0iCnLwAJRKuV9Gipz13BNaySnBsX445s7BMZ7XyFk5lDLfDTFnPGXtcSwHpUwJFqJD4h4AD0DkOKjkngPGHMOBYYDoYCWCVTKUNxrPyZ4zEAXXz8ajEev8guj+/bNgoFGopbFml/MIej1EiUNWGaz1eF9buk8miwBRcBhzChkLlYxr830SRYFw2omcAireANsnfw6eh6WkBNbKSiAsEEqFDGA58r0IIsDzEMxmW/KAmycpRVg4uJAQAEBMQAxmZs70ujd3BN90EyrfXWCXyLeUlEC/cyeCrr66xbWVjUbsyycrvx69NsPt/6fnubVfAt7fdAol9TbpJ5NVwG8nyjFJYphK0e/YAUtpqf2YUSqhnTChxT1SKBQK5Z9NyM03QxYRibI5c2AtJys6tib0I45vzN+NsD6dAG0RwDucQEpO6daeOG8ThATIUaXj7NUaIhgwohxKL7aUJ6R263kYhmm1LdgR7FYGpP3DA7AyLAIVpH3jyW6VsTIEyFWAHIBocxBaBRG8INqr3EVBAHgBLESwogBOEMCzLAxO51TJOUSdc2769JnyAoQmPUQnhyTDMFCGue8D7ut9svAiRKcKHZYBNArXvu3n8XafFJytYub8DnkACqUcjFoBUafHuToqALaEU3NhIRilElyYEkqZ3JbQ6fyx8wJE3grRZHZJHjj3JqFISACjsu23Z3hPTEyf2OJ7lhIyeTLqV6+2Hzf98QfMhYVQJCf7tP6nv0oIR3FGlAYPj0z3aW2DwYJNJyswvndci3PrV64k7GxVjx5Q9aRVQhQKhXI5wzAMop95GoqkRFTOfxeC3pGgdkYbh6KgaPsxJ/C48/RWnLxrCET1cUB0/C57shnO20MalQyBSpldelwEB7TSxvRku7XFxrzYdivHiNA5tWAUAVgsDDQqGRHn9fTeZRwDrUoNBW8LEFt5EVZBOGdfut8DJwpgRQEiw0IgjVgkhKrBMA5/q1csVvAGI+EXZTgOCm2I2+k+25hGK2G3qhWcW3VSX86pEIEGq1PrIQByTg5WKYfM2ATnzQsGA0yn88AGBkCuZcFxcrv6kX2xwEO0WG1FQG6Kc1iGhSIlBZDZ7teo5FEYFONe2t8bIZMnofzYMftx/XffIeKRh8H6mMCy5jDZe37WiDQXKXzA9vnNubEb1h4tRdO555wqnQl/nKrGNV2jWrxO3fLlxHHwhJvABgR4mE2hXDhoEJ1CuYRQZmQgdc0PaN5/AHXLlyP/j/2oUzl6ISt5M0b0SUbk1Gdg7J0OrJ1sjzuyDIsRCSMwMcM3B85jKw6jvNHhHP33TT3Qxce+y/9E3tuYi735NfZjEwM8dHU6hmX4LtFYWm/AppMV2JZTiWYfKzt8YcawVFzf3bVv03nMpaWo+fRTmCXBWs011yB84vRWX/eDzaewu8TRR3XyFSkY2yvWywrfyClvxNyfj9uPQ4JVmD++M6re/8CeQOLAdO4fwMg4cOERgIyD2Gyw9UzyhIxD2F13IeiaawDYEky6hnW1BQH8RBYaiuAbbkDDmjX2sbqly3wKohfXkz2Q0qM06BztXRmAYxmM6RmDL//It4+V1rfcS6lumcT4HDfOnkBAoVAolMsbzbChSN/4O3Rbt6Ju+XI079kLAQxyQ8heg/c+NwNNCc1gtj1hH1PL1Jjeczp6RfTyeo0NWWVYvKfAftw7JQxPXO2blN/lgJUXMPfn4462SgCMAJLjtXjomnS/egd6QuR5lL/0MswFBcT40fAArEm/ChZVAJ6d0AOpEa5OMHcYjhxB9ZdfQKgnA8nh98+EZtgwD6t8Y/XBInyf55BUvb57NGYMS2v1+eb8mIXTlY7PdtqoLhiQEgZLZSUq578La5lUIt5w7h/AKBXgtCEAA/A6HcRmz3YXGxyMyEcfhaqzrcIuUB6IrmFdwTL+O/PVPXtAlZkJ49Gj9rG6ZcsRPftZn9afqWoijif2i/eaqCklv7qpxTmC0Yj6774nxkLvmOrXdSgUCoXyzyV06lRob7oJDWvXoW75cpiys5EbQhYADAkwYdCGH1FStw046OQLUoXguUHPQaPwbpdsya7AZzscfdC7JYbg2au7tev7uJRZtDsfvx4jE2XDwgIwe2w3hAa2zr4URRH1zRY0maww8wLEJj3q338fQXWVUDolQW5NyMCmpIGwshxu6RuPSQPdK+AQ5xYE6DZvRv3yFRCtTr5TjkPsSy9AkdTyObzte8biAzA6+WRfn9wHsVq1l1XeefmXEzhR5ugZf//IDFyZHgHDyZOo/vBDCHqpPeWwR5kANThNECAK4Ovq3SdnnkOemIioJx6HLDwcABCpjmyV0hEAaMeNQ+Vbb0PQ2VoN8HV10G3Y4HOhjdRGnNgvwcNMIEglx/Xdo/HjX46invzqJlzTwjVMp0+jeR/Z4z50ylSf9kehtDc0iE6hXGIwDIPAwYMQOHgQTh0pApY7nCrdkyKQ8sgCAIDJWOuybnDsYAyMGejTdfpGcVhb7nAmsaYMDIxpvaFyqfPBxEyMWrADNecq9AHgow1AWlAcJvTxsW9MDDChK2Aw89iSXYm/iuqQVdKAYyWNRKW7M4woIEFfhYz6YqTXF6NXdR62J/TFhuQhaFKoMTQ9HLOvGezWUWWtq0P9ihWo/mQhwsxm4jVVr15IfvQtsIGBvn8IEgyNFvDNWvvxdWmDMTAmotXnO0+3UCvmrHAkcFSZWAzpdDXEBcNRt3SprerbrQSSFThT7macRNWjB2Jffw2qzp3bvNfzhN4xlQiiN+3cCd3WrfYgvSdMFlIZIETtOaOYuF4AOc9o8S6FpNuyFU07d5LnmEqNTwqFQqE4YORyBI8aheBRo8A3NOBMXgkMqxwJW1q1HF37d8OhikPkOobBwOiB6BXpPYgut9Tjq82OKpeyigCf7dLLhWV39cGkhXtwxskx9dcp4OmSJrw8IRU3Zsa2OTiZ98B81N47HRpDo32sx9k8jDlRAWbmgxicfgVYleeKbwAw5eej5tPP0PDjj5Cmk4bcfhtibn2szftc3iwH3+xIbhye2BMDY3yrwHZH/2gVcgrO2o8V1s4YGJMKxADCp9ei6v0PULtokVvlIlvCZoWbcZLgG25A9PNzIAt1X4XfGkKnTkUZEURfhpDbb4MyveWKcpOVTNqN1PiXLOrc59MT1R99BL6+3n7MBgcj+IYb/LoOhUKhUP7ZsIGBCJ08CaGTJ8FaXY1v12UDJx1Bx8HD+0AeFQVI6iAYMBgYM7DFIHowdPjkV4fdUVympDamE5k39YOu/hB25DpksfObgWeWtp99CQB6axgKZ/0brFNL0B5nD2N8VimO3DANT4y+CXKFZ5+XKIowHD6MqgUfIujAAUi1cGJenIPQQbe2aY/1zWbo6h2fg1rO4caM4WDZ1r//QbGByMpzPDPJLBkYGJMOxAyEtdcNKH/pZeg2bvSwuvncPy9wHMJn3oeIBx/0uVK8JdiAAITcMhG1i7+xj1W+uwCakSPB+dDy0yRROY3QeN9XhMQGla6XIgoCyl9+hRhTD+gPVZf28+NSKP5Ag+gUyiWMQSI3Ex3SfpImUUGk86zJQ5D3ciFco8S7k/tgxqIDsJ6T/eEFEY+t/AvlDUbcNzwNnI9Gl1rBYVxmLMZl2qq2BUFEYW0zqnQmGC08eEGEUs5C1ayDYs6T4HJOEuvTG0pxZ/bvOJjSD9d3Hw1TthayiAiIoghrVRWMx4+j+eBB6H773S4x7oyqe3ckfvZpmwLoAGCRaDdJe3i3FrXkPBbBZlwxHIewu++G5uqrUb3wUzSuW+f2/XlCkZKC0GnTEDplMhhZ+/78qXv1gqp3JoxHHE7O8hfmImBtP3Barcd1wWpyH6cq9TBbBShk3quVjpU0EsdaL8F3vqEB5XPnEmOq3pm0jxCFQqFQPMJptTBFA4DDIRQfom6Tgy1e0he90Xh525buiNAosXTmYNz5xT6iiriu2YJHlh/GT3+V4P6rOmFgSqjf96KswYCle8/i850FiB1yH17b/RlCTY5KmFCTHvjoLZxe8imCx90AVWYmVN26g9MGQ7TysBQXw3j8GJp27ULT7j1urxF803jEvPhiuzhiLTxpZ2qUbbPdpOudezGyKhWin3kawWPHoObzL6DbsgVwI6HpiYDBgxF2z3SfVIj8JXjsGFS+8w74GpsilmixoHT2c0hZvqxFe1aqXnCosA63t9D+x5nQFtQPDH/9hZqvviavedttYNWtr+aiUCgUyj8bWUQEDCoNAEcQPVbrPXmvJeIlfdF11MYkUMo4LJzWD/d8fYBoJ3jevlyfVYYXxndvUzV2UW0zXjglh2HANDx3YAnkTq0fk3UVSF45H4U7lyNo7Bioe/aEsnNnsAEBEE0mmM6cgfHYceg2b4YpJ8ft+aOefQahUya3en/nMUt6cQcouDYF0AHYWi854WxjyiIiEP/B+9Bv2YLarxeh+eBB308skyF41PUInznz/9k77/Aoqi6MvzPbeza9kYSEEEjoQQihiSAioKgUqVbsnx1UilioFuwVBUSQIgJSlN6RFnoIBEJCem+bsn1nvj8Wkkx2N6RnQ+7veXx45t65d8+YTfbsPee8B+LOja+soJ40CYWr1wC3zlzNOTnIWbIEvgsX3nGti0TAKTI7m1KE6BDHRVVnU7kZMi7SmguIitavh/b0ac6Y69Spd7SLQGgqSBCdQGjF0NUOqMxMzZlcdaH6Xg11Ku4GBnf0wJeP98Br689X9rthgcU747Hvag4+Hdcd7d3rHpimaQrt3WV21rrj8NxPkP3ee+iWcYUzI7aYMCDxFHSLTlU53r4z8mFD4bt4ca0yC++EuFqgt1hrdHBn3Siqto+Yz3VIhQEB8F20EF7vzIRm2zaUnzwFfVwczDnVKoQEAohCO0AS0QXKB0dA2q9fk0pLes99H8kTJ1Ycuprz8pCzaDF8P1nicE2IhxwKER+lt5JUNDoTdl7OqlHdILdEj/3x3Gft0c6xLHvOosUw51Vm2oLHg/f782rzSAQCgUBow1T3M6tXtdaV6odWtU0+bGv4qCT484V+eO73MzifWsyZ23c1F/uu5iLMS4HJfQMQFeyGEA8Z+Dz7yXc5JXpcSCvG5nPp2Hc1t6I/drLKFzMGvoJZMWvQQcPtaWjRaKwtYKq1gakRmobbC8/D49VXQdF1ly23h7RaUmVeae0TJ+1Rfb1UaJv8KenWDf7ffgNTdjY0f/8N7blz0MddqQhg34aWyyGOiICkWzeoxjxcq6rw+kKLxfCeMxsZb71dMaaPjUXBypVwf+65GtdGBbvht+PJFdd/X8jAm/d3hJeydsGKqGA3h3OMwYDM2XMqDl4BgO/jA/eXX6rV3gQCgUBou1Q/X6yeOFdXDNWUU4iPaYtUyMeqZ/rgpTVncfBaHmdu5+Vs7LmSg+HhXpgWFYh+IW61OjtjGBZHEvKw5mQKDsTnWnuk+3TBnH7P4Z2z6+Cu13DuN2VmonD5ijrZTcvl8P5gHlQPPVSndY6QCrmhsBK9CQazBSJ+/YuC8sq4Z5jVfUyKoqAYOhSKoUOhv34dJdu3Q3cpFvq4ODBlZZx7+Z6eEEdEQBrZC6oxY8D3qH0L0boiDAqC27PPoOCXXyvGNJs2Q/nAA5APGlTj2r7Brvg3tlIJdMWxmw6D6OdSi2y+0/Rp7+pwb2N6OnI/X8oZk0VHQ/HAAzXaRCA0JSSITiC0YjyVXDmUqn3+RDwRwtRhiC+09pCuax++qnsBgIei7r2i70Ye6u4LhmXx9p8XKyrSASAmuQgPfn0EbwzriCl9A6AQ106W2xHpRVp8sz8Bf55JB3o/jeGeMXg+dhtkZnsy5neGVqngPXculKNHNVogOcRTzslijcsowX2dvBq87+UMrqMd4mk/MYHn4gLXJ56A6xNPAADMhYWwFBeDNZlBi0Xg+/g0mtRRbZB07QK36dNR8PPPFWOarVsh7XMPXMbal5wSC3gYG+nPOeBcsjMe/YLd4GnngNNsYTDn78ucL5nBHjJEBdt3QIs3bYZm61bOmNtz0yHpElGXRyMQCARCG6R6VVBKgRZ6kwXuEnf4K/yRU25N6BLyavdZey2bq6LS0Kqjuxl3uQgbX+iHZUeT8NXeBJsEhGs5pfhgm7VnqETAQ7ivEr4uEoj4NMwWBsU6E+IyS2oMPGfKPbDt+fmYUxID3YpfAZOpXrYKQ0Lgu3gRJN261Wu9I0K9uNKtF9M1Du6sHRfTuYd3oZ6OE0oF3t5wf/FFAFZpUUtBAZiyMrAMC1omBd/Do9GSBWqD4sEHodi5iyMFmv/Nt5B07QZZVF+H64Z19oSXUoScEuv7QG9i8OSK0/h8fHd08bMqJbEsi7CIbkgv0nEqp7r7q9DV376aEsswyP7wIxiTkjjjPh9/DJ68ZsldAoFAIDQ/vXr1amkTOPhW8wGv51j7MgergqEWq2GyWH0SEa9255DXbq2/DfEx7SMW8PDLE73x85EkfL2P619aGBY7L2dj5+Vs+KjE6O7vgq7+KkT4KuEmE0HAp2Ays8gvM+ByhgaXMjS4mFaMXDu+ZqxHB7z+wDv4Mv8QPP9zJGN+Z2T9+8NnwXwIfHzqvUd15CI+fFViZGqsZ6smC4v4rFJ0r6Ew5U7EZlTzMb0c+5jijh0hftuaGMkyDMx5+WB1WoCmQSsUjdoSqDa4/+9/KD1wEMbExIqxzNlzELT2jxp7z0/pG8gJou+7moslO+Px5v2hnISE2HQNXl17nrO2X7AbQjzs+4uWsnJkvPkWWG2lxD0tk8FnwfwmLYoiEO4ECaITCK2Yzt5K0BRwO5abXKBFfpkB7nIRZAIZov2ika/Pr/O+RjOD2GqBzK5+jiWp2xpjevhBKRHg9XXnOVKkehODJTvj8e3+BDzayw/TooIQ5l37im+GYXH0Rj5Wn0jBgficip8rKAp7AvvglHdnTM07j4dST4HNvXNfRgAQ+PrCZdJEuIwb1+jOWPX3xMFruXh1aGiD9z1ULSu2q1/tnFm+qyv4ro6zGZsD91deRtmBAzAkJFSMZb0/D7RMBuWIEXbXTI0K4ATRszR6PPTdMbwxrCPG9PCFVMgHw7A4diMf3+xPwJkUrgzSlL6Bdp3Jkl27kPX++5wxUWgo3F9+uQFPSCAQCIS2glomhL9agvQiHQDAzLA4npiP+zoFIdwtHBa2bpXph6t9vnchvmWN8Hk0Xr63A4Z19sLMvy7hYlqx3ft0JgvOphThbDX/oCZUEgHmjQ7HY738QFH9YBz3KIrWrYdm0yZYNLULVkt69IB60kQoH3wQVBMkLXbz5/p/+67koERvgrIeiaoX04o58vg0BUT4KWu1lqIo8N3dAXfHEpVNDUVR8P5gHrQxMRX9x1mTCekvv4yAFcsh6dHD7jo+j8ZT0e3xya74irH47FKM/vYYuvmr0N5dhqtZJdCPXoTqT/fMgPZ292RZFjmLl0CzZQtn3GX8OMgHDqj/QxIIBAKhyTh79mxLm8AhopoPeDQhDyzLord3b/jKfVFuKnew0j7/3eCeexIf0zF8Ho1Xhtz2Ly/ikp0kxSyNHlmabOyKy7azw525J0h9S6nzMehiL6No7VprO0ZjLdQraRryIUOgnjQJsv7RTRI47eqvqgiiA8C2i5n1DqLfyC2zabdY2/NziqYh8PKs1+s2FrRIBN/Fi5A8cVKFupAlPx+pzzyLwNW/O0xgiA5xQydvBeKzKxNYfjqciL/OpuGBCG+4yoSISS7EyaRCm7VP9w+yuyej0yH9lVegj43ljHu++w4Evr71fEICoXEgQXQCoRUjEfLQyVuJK1mVH9gbz6TjpXtDGrTvrrhsTg8hlUSAQNfG67d+NzAkzBN73hyM2VticSA+lzNXbrRgzclUrDmZig6ecnT1U1n/81fBWymGSECDZQG9yYKk/HJcTq85ixOwHvZNGt4Drw4bDxHFovzkKeguXIA+Lg6GGzfAaLUARYGWSiHqGApJRAQkPXpA2qcPKF7j9CqvTnQIV+LxXGoxLmdoGvSFpcxgxqaz6TW+jjNDC4XwWbwYKZMmgb1d0cUwyHjrbTBaHVwee9RmTQdPBaZFBWL1yZSKsZwSA2ZtjsWH2+LQzlWK/DIDirW2FWIdveSY0tc2O7R48xZkzZ3Lkdj11DzDAAAgAElEQVSkBAL4LFncrNX5BAKBQGjd9At2w8Yqn8sr/0vGkLC6H/ZotCZsPseVDe9Xg1Q0oZKOXgpseSkaxxMLsPpkMvZeqZJoWUfCvBSY2i8Qj/b04/QIF7ZrB693ZsLjtVdRfvw4dLGx0F+OgzElBaxOB/D54KlUEHfqZJWY7NMH4rCOjfSE9ukV4MKpotaZLFh2OAkzHgir0z4sy+Krfdc5YwNDPeoVjG9J+O7u8P7wQ2S88UbFGKPVIuWZZ9Huh+8hi4qyu276wPY4kVSAI9e5SSyX0jV2D84BYHykPx7ubntYyVosyP7wIxRv3MgZF/j7w/Odd+r6SAQCgUBoo0QGqsGjqYo2M4l55TiRWIDoDnVPWNObLNgQwz1D6luDVDTBSpi3Aptfisb6mDSsOp6MhGpqpPUh3EeJp/oHYVwv/wrJfknXLpAsXgTPd2ai/L/j0F++DH1cHEzZ2WCNRlACAfhubhBHhEMcEQFZdHSjVp7b44EIb+yOqyxM+jMmDS8MCrarBnknfjh4g3PdO1ANd3nrUnKVdOsGtxeeR8GPP1WMmdLTkTxlCgJXrIAwKMhmDUVR+PLxHhj/0wmUGSrjB/llRvxxKtXha028px3uD7dVMLWUlCDtxZegO3eOMy4bNBAu48fX46kIhMaFBNEJhFbOIz19OUH0lf/dxOS+AVBJ6ncwZLIwNk7AIz18SU90O3irxFj+ZG9sOpeBj7bHcRIPbnMjtww3csuw5XyGnR1qR4iHDJ+P746eAZWV5PIB/SEf0L/eezYGgW4yDOjgjmNVsn4/2BaHP1/oV+8eVJ/tiq/oDw4A7nIhhkc0XCK+OZF0iYDvF0uR8foblUFshkHW7NnQxV6C14wZoGVcifp5D4UjS6PDvqvchAyDmbFprXAbPxcJVj7dB+IqPUOZ8nLkfP45itet597M48Hvyy8giSAy7gQCgUCoPZP7BnCC6EcT8rHtYmad9/l4x5VW//nektA0hQGh7hgQ6o7MYh02nU3HmZQiXM7QoKDccVWPiE+js48S3fxVGN3NF/cEqWus6KHFYijuuw+K++5riseoE3wejcl9AvFllQD4j4cTcW+YB3oH1f5w/I9TqTa9P5/oF9hodjYnyhEPwDRzJnI/+6xijNVqkTr9Obi/9CLcn38elID7HVDAo/HT1F54ff0F7L1yZyWrSX0CMH9MhM37xJiaiqzZc6A9c4YzznN3R8Cvv4CnqL36FoFAIBDaNu5yEYaHe2Hn5cpK53nb4rDj1bormnyx9zryyyqLUeQiPkZ3I1WrtYHPozE1KhBT+gbg1M1CrD6Zgr1xOTZthGpCxKcxsqsPpkYFoleAi0M/k69WQzV6FFSjRzWW+fVmZFcfzN9xBUW3ClVKDWa8tzkWvzzRu05nmXvisrG52lnv1KjW6WN6vPoqzJmZ0GzdVjFmzszCzfET4DV7NlSPjLH52Xb2UWLVM/dg+qozFf8va2J8pD8WPNLFZp/y06eRNWcuTGlpnHFx167w++JLIuNOcApIEJ1AaOWMj2yHpXuuw2C2Ojm5pQZ8vP0KPh9fv76E3x24wZFjAVqvE9AcUBSFcZH+GNzRA6tPpmDd6dQa+0/Whc4+SkyLCsRjvfw4gVJn4qnoIE4Q/WxKEb7en4C37q97ddLeKzlYdSKFMza5TwCnn05rQXn//WCXLEbme7M41eDF69aj/MhR+CxcwKkYsh5wRmLhv1fx2/FksHeoMOvT3hXfTe4JT0Vlpmz5yZNWxzOjWsIGTcN38SIohg1rlGcjEAgEQtuhRzsX3BOkRkxypVT4rM2xGDZQX8MqLj8dTsSmc9wKoSf7BbXKz3dnwNdFUtE+h2VZZGn0iM8uQaneDIOJAZ9HQSzgob27DB085RDwmq93d2PzVHQQ/jiVUqHUZGFYPL0yBj9M7YWBoR41rmVZFmtOplT0jr9N70B1vdQUnAW3Z58Bo9Mh/7vvKgfNZuR/+x1K9++H7+LFEIdxq/WlQj6WTYvErsvZWHUi2UZak6KAoZ088WR0kM3/V5ZhUPTHWuR+8YVVlaAKPLUaAb/+YrdCiUAgEAiEmnhmQHtOEP1Gbhne23QJbB1UtbdfzMQvR5M4Y4/f0w4yEQl31AWKohAV7IaoYDfoTRZcyy5FbIYGlzM0uJFbBp3JAqOZgZBPQyrkIdRLUaG42dFLASG/dfmaYgEPrwzpgAX/XK0YOxCfi3c3XcKiR7vW6nkOX8/Da+u5vb47eskxqlvTVtE3FRRNw2fhQjB6A0p3764YZ0pLkTVrFkp37YL3xx/byM9HBrri39cH4ufDSdh0Np2TNH2b3oFqPDOgPR7s4s0JiDNaLXKXfoGiP/6wWSPq1Antlv0MnlxmM0cgtAQUe6eT+maEoih/AB8DGAHADUAWgL8BfMSybK2bvDXWPg72PturV69eztZPpqWwaDQo2b0bxpvJYMrKQEnEEPj4Qjn8fgj8/FravDbDZ7vj8f3BRM7Y60ND4eF3GtuTtleMTe40GWM6jHG4z4aYVLy7idt7ZEwPX3w9sWfjGnwXY7Iw2BOXg9Unk3HqZuEdg6HVqW0Wp7PAsiye+/2MTQX1/4Z0wBvDQsGv5cHt1gsZmLnxEifjNdBNip2vD4RU2Hq/AJXs2YPMt2dUSrtXQTl6NFynToG4e3fOzzmtUIt1p1OxISaNU10m5NEY2dUb0/oFoleAtZKMZVnoL15E4Zo/ULJjh81rUAIBfJd+DuXw4U3zgIS2jnP/gbpFa/Avb+1PfEyCU5KQU4pR3xzjfEZLfbbC2zMX7nIRKAqY23cuunp05awrLDfiw21xNpXrYV4KbHu1PwmiE2rFvis5mP77GZvxCb398fygEHTwlHPGWZatSOo8msDtkSoW0Nj5+iC0d2/9B3IFK1Yi99NPbScEAriMfQzqyZMh7mg/qTU5vxzx2SUoN1ggF/PRzV8FH5WEcw9rNKJ0/34U/PYb9Bcv2ezB9/ZGwIrlEAUHN8rzEAjVID4m8TEJbYCZGy9yFI8AwKfTSvioqYokwOXDl0Mu5H7WG80Mvj94A98eSOC0uPFzkWDXGwOhaGUtWwjNj4VhMf6n4ziXWswZ7+StwMdjujhUb8ovM+Db/Qk2BUA8msKWl6PRzb9+vdWdBdZsRtb786DZssVmjlYqoZ4yGeoJE+xK7pcbzNgfn4vUgnIYzQxcpEL0C3FDZx8l5z5LSQk0f29F4apVtkVAACS9eqHdTz+Cp1TazBEIjUC9fEynCaJTFBUC4DgATwBbAcQD6ANgCIBrAPqzLFvQXPvUsD9xPgHor11D4erVKNnxD1i9nUoUmoZ88GCop06BvH/LSk63BQxmC0Z/c8ymh033iFjwlefA51n/PjgKopcZzFj871WbviXuchH2vjkIahnpoVwfSvUmxGWW4HKGBrEZGsRnlaLMYIbeZAFNUxDxabjJhIi43TNdbIJfbgrM8VdhSLT2OWf1BsBiASUWgxKLIPD1hSQiAuKICAjbt2+yfud1IbdEj+FfHbHp2d29nQs+fCicI0NfndQCLT7ZHY9/LmVxxmkKWPdcFPreBf1StefOI3PWezCl2O8LJArvDPWkSVAMHQq+a6U8KcOwyCrRo1RvgkTAg5dSXKFIYC4sROn+/Shatw6GK1ft7isIDIDv4iWQ9iJJMIQmw+kPOFuLf3nrNYiPSXBafj+RjHlbKyt6Rd5/gydOg4BHQy0V4KmwtzEgoBfMDIPrOWU4lpCHbRczoTdx5SClQh42vtgPEb6qZn6Cto0pNxf6uDjo467AmJoCVqcHY9ADFAVaKAItlUAYFATxLR+T7+Zc/tdX+67jq30JdudCPeUI91VCLuKjsNyIS+kaZBTrbO6jKeCHKZEY0cW7qc1tNkr37UPWBx/CUmD/40fSOxLqiZMg6x8NvtqxP34blmFgvHkTJf/8g6KNG2HJy7d7n2zAAPgsXACBF2nJQGgyiI9JfExCG0CjM+Ghb48htVBbMSYJWAYezwi1TAgXqQArRyyHu1QFhmGRUqjFgfhcrDmZgpv55Zy9eDSF1c/0qVdfdUL9YFkWpowM6C/HQX/lCkzZWWD1BrAGA8DngxYJQctkEIWGWn3MTp1sWhu2JGmFWoz76ThySmzVRDt5K9C/gzvCblXaZxTrcCGtGIeu5cJksY2lffRwBJ6MDmoGq5selmFQ+PvvyPvyK+vPsjo0Dfl9Q6CeMAGSXpG1qhZnjEbo4+Kg2bwFmh07bNSNbqOeMgWeM94GLZHYnScQGoFWH0TfDWA4gNdYlv22yvgXAN4E8DPLsi821z417N+mnU+WZVG4ahVyP/2MI1FcE6qxj8Hnww9t+rMRGperWSWY8NOJCukUilcGadC3oPla8GgKQh4f7/WZhcc6PgLAGqBLyi/HtouZdiXIBTwKK5/qgwGhxAFtKhidDiX//IPS/Qegv3wZ5ry8Oy+qAiWVQtypE6R9+8Bl7DgI/VtO/eFsSiGm/noaOpPFZq6rnwqDO3ogwlcJlUQAncmC+OxSnEwqwLEb+Xar9Rc/1hWT+gQ0g+XNA6PTIe+rr1D4+2rUJE/A9/GBpIv1AFvg4wNKJAIAsAYDTFlZ0MfFQXc5DuasLId7gKLg+sQ0eLzxBnE8CU1NazjgbBX+5a292rSPSXB+vjuQgM/3XAdPkgSx/x+gaKtaCsuIoEt7Eoy+XY3rpUIelj95D/qFOFeA9m7EUloKzdZtKP/vv3r5mHwfH4gjwiEfNAiqUaNa/MCTZVn8cCgRn++5VmeVJwCQCHj48vEed1UA/TbmoiLkzF+Akn//rfE+ga/vrSSJcPBcXUGLRGAtDFiDHvfOmAFGrwej0wEMg7+C2tvdg5bL4fXeu1CNHev0almEVo/Tv8GIj0loTURGRnKunem9kFqgxcRlJ5Cp0UPgcgoiz38Ayvphz5plMKS8CaVIAZ3RYve8CbAG0L+Y0B1jehBF1KbGlJMDzZYt0J6OgT4uDhaNpvaLKQrC4GBIukRA8cADkA8e3OKFQUl5ZZi2/LTdBMzaQFHA3FHheHaAfd+pNWO4eRNZs+dAd/6845soqjIRt3Mn0AoFKKEQMJvBaLUwJCRAFxcHQ8INwI5C520E/v7wWbgQsr59muBJCAQOrTeITlFUMIBEAMkAQliWZarMKWCVMqIAeLIsW253k0bc5w62tmnnM++777n912qJfOhQ+H/zdYt/ON7tnE0pxFMrY1CqN1cE0Sn+rYxOloYlfwz8+YNAUxQyinUos9OrBLDKRn87uSceiLj7DpqqojWa8W9sNmJuFiI2Q4O0Qi0MFgYiPo0gNxm6+KkQFeyKByK8G7UnueHmTRSvX4/iLX+DKSlpnE0pyqr+MGUyZP37g6KbvyfR2ZRCTF91BkVax47RnRDwKCx8tCsm9K75IL61oj17Flnvz4MxKenON9cDYXAwfOZ/DGm1L8kEQhPh1Aecrcm/vLVXm/Yxq2MpLYVm+3bozpwFo9WC5+IC+aCBUAwbZv1iTmgRtl3MxPu7tsLsvqpOQfTOPkp8MaG7jZwfoXHRX72KonXrodm+3WGFR12h5XKoHnkE6kkTIQoJaZQ968uZ5ELM/OuSTfVZTfRt74pPx3VDoJvzVD41BSV79iBn4SKYc3LqvDb8Wjzn+kpYJ5t75PfeC+8P5tmV7yQQmgDiYxIfk9CIVE98coZYQFWyNDq8vu4CzhfvtAmil998A2DEDte6y0X4bHw3DAnzdHgPoWGwLAvtqVMoWrsOpfv3Axb7yQx1he/rA/WEx+Eybiz47i1XwKXRmvDR9jhsPm8rLV4TAa5SfDquG6LuAgVNR7AWCwpXr0b+d9+DKSu784K6wudDPXEiPN98o8WTdglthlYdRJ8O4BcAy1iWfcHO/O3MzGEsy+5v6n3uYGubdT41O/5B5owZNuN8Hx+oRo+CwM/PKjG8dx8MV23lhV2ffhpe777THKa2aW7kluLNDRdxOTvDJoiuz3kYZk3NwbUgNymWTuiOyEDXGu9rzRSWG/HdgRvYeCatonK/JtRSAR6/JwAvDwmBsgG9lXSxscj78iuUHz9e7z1qg6BdO7g9+yxcJoxv9mB6bqkec7dcxp4rdT/A6+KnxGfj7v4DdpZhUH7sGIrWrkPZ4cM1VqbXCoqC/N57oZ48qcUSKAhtFmc/4Gw1/uWtfdqsj1kVlmVR8PMy5C9bBlartZnnebjDe84cKEeMaAHrCACw7+ZxvHtkBgyMtaVTTUF0X5UYT0YH4en+7SHkt63PJ43OhLMphYhNL0F6kRYWhoVczEeYtwLd/V0Q4atstGresmP/If/772uuFGkEpH37wuN/r0B6zz1N+jo1YTQz2Hk5C2tOpiAm2X6rYAGPwr1hnpgWFYiBoe5tpmqaNZms7X7WroP29Olar3MURKdlMqjGjLEmUISGNqqtBMIdcOpfWuJjElobzh5EB6xqmTN2/4S92cvBwppPUlMQXcCj8GhPP8x6sHObakGpN1mw50oOziYXIi6zBHllBrCs9dwy3FeJnu3UeKCLN1SShqvBsiwLzeYtKFi+vMkKQQAAAgGUw4fD4/XXIAxoOUXK44n5WPlfMvZfzQFTw69IkJsUU6MCMblvAKRCfvMZ2IJYyspRsmMHitauheH69Qbvx/fygsvjE+AybhwEniQBhtCs1MvHdJbf9LBb/zr6LUyA1XHsCKAmx7Gx9gFFUY68S9u07DYAa7Eg94ulnDFaJoP3hx9AOXIkp8Lc/aWXoI2JQdbsOTClp1eMF65aBdcnppHs9Samg6cCW16OxjeHLmBlMlBb11gm5GFqVCDeGNYREuHdqxiwMzYLc/++jIJyY63XFGlN+OlwIrZeyMDix7ri3jpmuDIGA/K/+w4Fy1fU2AaBEgoh6tQJ4ohwiMPDwXd3By0WAxQN1mgAU1YG/fXr1n5DcXGwFNk/ODSlpSH7ww9R8u+/8Fm4AMJ2zVfV7akQ4+dpkTiSkI/f/ruJQ9fz7hgj7u6vwtSoQDzS0w8C3t1/wE7RNOSDBkE+aBCM6Rko/vNPlB07ekd5Iw4CAUShHSAfMBAuEya0qJQ/geDEOJ1/CRAfsyZYlkX2hx+heMMGh/dY8vKR8cabsHyogXri481oHeE2LhIhZCI+KDMPDMOC4tEI8JbDUCYDRQHeKjG6+KnQt70rBoV6gN8GPturciWzBMuP3cT2S5kwmh37fcEeMkztaz2Aq6/ikaWkBDlLPoFm8+Ya7+P4mJ06g6dSgRJZD5xZgwGW4mLor1y19k2/ft2hP6I9dQopp05Z+xW+/RZoqbRedjcEIZ/GmB5+GNPDDyV6E+IySpBSUA6jhYFEwEOolwKdvBWNqiLVWqAEAihHjIByxAgYbtxA8caNKI+JgeF6AmC+c+LwbWT9+0Nx/zAoRz9Uqz6XBEIbhPiYBEIjQ9MUooLd8F8hDyYLYGFZsDQ31qEU89HVX4XoEHeM7+0PT4XjCvW7jRK9Cd8fvIH1p9Og0dn6aamFwMV0DdadTsMH2+LwSE9fvDGsI7yU9ft/ZEzPQNbcudCePFnjfbRUClF4Z0giIiAKDQUtk4ESicBaLGD1Bpjz8qz+ZVwcjMnJ9jcxmaytLg8cgOdbb0E9ZXKLFIdEh7gjOsQduSV6nEkpQmyGBtkaPcwMC4WYj84+SnT3V6GLrwo07dS5Xo0OTy6DeuLjcHl8AnTnzqF482boLly0JlfUMimH7+sDSdduUI4eBcWQIaD4zhKWJBDujLO8W1W3/nXUSOP2uEsz7UOoRtmhQzBnVunBS9No98svkPbqaXMvRVGQ9emDwD/W4ObYcbDk51snGAbFGzfC47XXmsnqtgufR+Op/kH4t1CMQp0eFoYFYyfRRiURoKufCsMjvPBoTz8oGlBl7eywLIvPdl/DD4cS671HlkaPp1bG4L0HO+HFwbWTs9RduoTMWbNhTLT/ujy1Gi7jxkE58kGIOnQAJaj5Z6AcORKA9XnMWVkoO3YMRevW21V/0J4+jaQxj8Dz7begnjSp2ZxQiqIwuKMHBnf0QEaxDqeSChCboUFSXjn0JguEfBp+LhJ08VOhd5Aanbzv7srzmhD6+8HzrTfh+dabYIxGGK4nQB8XB8O1eFhKy8DqrVV+lFgMnkIOUccwiCMiIArrCJrIGRMId4L4l62Mkm3bagygVyX7448h6dEd4k7kXLiloGDtQSkV8PHpg93R1aNrS5vUouhNFny9PwE/H06ssXrlNkl55fh4xxWsPpmCz8Z1Q++guqlAlR05gqz35zmU7+Z7ecFlwngohg6FKCTkjj7mbVijEfrrCSjdtxfFG/+CpaDA5p6iP/5A2ZEj8Fm4ALI+Lde7UCkWoF+IG/qF3L0ymvVF1KEDvGbNAmBN6DVcv271MW8kgtFpwRqMoHg0KJEYmP8xZ23A8l9bwmQCoTVBfMxWDGMwoGD5cpTu2QtGp4UkIgJuL7wIcVjHljaNcAseTYEHCmqZGPvmDAXNSiCgaSgl/DajLlOVowl5eOevS8jS6Gt1v85kwbrTafjnUhY+GhOBR3v61/q1WJZF8YYNyP30MzB2VMEAQNghBOrHJ0LWPxrCoKBanzVaSkuhj4uDZscOlOz4p+K8q+K1dTrkLFyI0t274bNoYYtVpXsqxRjZ1Qcju5IiwOpQFAVpZGRFC0lLWTkM8dZEXGNqGhiD3upjCgSgxSLwPb2s/dK7RICvVrew9QRC/XGWIPqduP0J2VC9mVrvw7KsXc3rW5mdvRpoR6ujaN16zrXq0UfsBtCrIvDygscrLyP7o8ov5UV/boT7Sy/V+hCH0HB4NHXrPx7eGR2OPh6DwLAsVBIBfFTiNuOAfr7HfgDdTSbE+N7tEB3ihs4+SshFfJTqTYjLKsGxhHz8dTbdJstzyc540BTw/CDHgXSWZZH/7XfI/+knu9Xnkh49oJ48CYoRI+oVDKUoCgJfX6gnTIDL+PHQX7yIwrVrUbpzF9gq1UOsVouc+QtQunsP/L78Any35j1k9HOR4LFe/nisV+2d9rYKLRRC0iUCki4RLW0KgdBWaHb/EiA+piNYlrUqtlSBlsuhnjYV4rAwlJ86heI/N1b24GMYFK76Hb6LF7WAtQQCl2KtEU//FoPzqcV1XnszvxwTfj6BRY92xcQ+dz4sZIxG5Myfj+KNf9mdl/aLgnry5HpXeFBV/BGPl19Gyd69KFq7DrpqMsCmtDSkPvEkXJ98Ap4zZ5JqEieGFokg6doVkq4OEl2qBdEJBEKDIT6mk8IajUh7djq0Z85UjJlSUlF64CACVq6AtGfN55yE5kcq4EMuFLW0GS3GutOpmL0ltl5dAEv0Zry54SJu5JZhxvCwO57/mgsLkTljBsqPn7Cd5POhuH8Y1JMmQXrPPfU6S+YpFJBFRUEWFQWvmTOh+ftvFK1dB2NKCuc+7ZkzSBrzCLxmz4J6/Pg6vw6h+eDJZZD27g1p794tbQqB0KQ4yzfd29mVKgfzymr3NfU+hCqwDIPyU6c4Y+rJk2u1VvnQw8j57POKnpaW/HwYEhNJ1VALoZQIEOataGkzmp09cdn4/iA3gC7gUXj1vlC8MDgYIj5X7lEi5MFTKcaQME/MGB6Gr/cnYNkRblXRon/j0dXPxW7lC2uxIGvePGg22Upr8r284DP/Y8gHDWqch4M1oC7p0QN+PXrA9MYbyHp/Hsr/+49zj/b0aaRMnYaAFctJSwUCgdBWIP5lK0Ifd4XbX42mEbhmdYXPqBwxApLu3ZH13qyKW0r+/Rfe894HLZE0t7kEQgVaoxlProzBxTTbALq/WoJ7wzwQ5q2EmE8jp0SPC2nFOHQtD+YqjiXDAu9tjoWAR2NspOPEQ0arRfqrr9n4eYC1Ksh34UJIundvnAeDNaCuGjUKqlGjUH7qNLLmzoUpLY1zT+Gq32HKzILv0s+JSg6BQGgrEB+zlVK04U9OAP02rF6P7Hnz0H7btjZTaEJwfrZdzMSszbE24y5SAcb28kff9q4I8ZSDpiikFJTjXEoRNp5Nt6lY//5gIqRCPl4Z0sHha5mys5H6zLN2e59Lo6Lgs2A+hP6NVxzDU6ng+uSTUE+bBs2WLchZvARMWVnFPKvTIfv9ebDk58PtxRfJ7yWBQGhRnKVB3bVb/zrSzgm99a+jPkGNvQ+hCkxZGacvHiWRQBJRu0pJnlwGSXg4Z8xSWNio9hEINVGsNWL2lsucMRepABtfjMZrQ0NtAujVkQh5eO/BTvhjehRk1XrFv7PpIsoN3P6CrNmMjBkz7AbQVWMfQ/D2bY0aQK+OwNcX7X79Bd7zPwYt4/YwNN68ieQpU2BMz2iy1ycQCE2L0czgRGIB/rmUhcsZGrD1SUlvOxD/shVhTLzBuZZFRdkkXaoeegi8KjJwrMEAU3p6s9hHIDhiyc54mwC6t1KMn6b2wuGZQ7Dgka6YFhWI8b3b4X/3heLXJ+/B8Vn3YXJf26rz2VtikZRXZjMOAEx5OVKnP2cbQKdpuD33HNpv2tSoAfTqyPr2QfDWv6GeOtVmrnTvXqS//AoYg6HJXp9AIBCcCOJjtlLKjh5xOGdIuAFzVpbDeQKhOcko1mF2tQA6TQEvDA7GyVlD8f7ocAyP8EaIhxzt3WW4N8wTbw0Pw9F3hmDuqM4Q8bkhn6V7ruGCnYRPwNr/PGXyFJsAOi2VwvvDDxCwckWjBtCrQtE0XMaORfD2bZANHGgzn/f1N8hbupScexAIhBbFWYLoB2/9O5yiKI5NFEUpAPQHoANwspn2IVSBvS2beQuKV3PQ0QYBV/CAtdhKWxMITcWPhxORX1Z5oMenKax86h70aFe3tmL9Qtzw8zSuPE1aoQ6/HU+uuGYZBlnzPkDpzl2c+3iurmi37Gf4LlwInrLp+39TFAX1+PEI3r4N0mp9Ks2ZWUh95hmYcnOb3A4CgdC4/H0+A/0/OYBJv5zEK2vPYfS3xzDym2MOvwwTiGI5OloAACAASURBVH/ZmmCrNZGm7FWX0zQoEVfOsfo6AqE5OX2zEL+f4EpQ9glyxe43B2FEFx/waPtVM54KMRY92hU/T4uEkFf5Z8VgZvDOX5dsDgoZgwFp//sfdOfOccaFgYEI2rAenm+/BVrU9FKntFQK77lzEPD7KvCrKRuVHzuGjLffBms2O1hNIBCcnRK9CbklehKsuDPEx2ytmC01Tlc//yQQWoq5W2JRVqVoR8CjsGxab8x6sDPEAsfn8nwejekDg/HnC/2gEFeexzMs8M5fF2Gp9t3JnJdnPSPMzOSMS3pHov22bVBPnNgsVeACHx+0W/YzfBYuACUWc+YKfl2Ogp9/bnIbCAQCwRFOEURnWTYRwB4AQQBeqTb9EQAZgN9Zli0HAIqiBBRFdaIoKqQh+xBqB0+hAKp8YDJlZTCmptZqLWs0wnA1nrufiyOlKgKhcdGbLNgQw5WcfHlIB/QMUDtYUTMDQt3xVHQQZ2ztqdQKJzTvm2+g2cytQOf7+CBwzZomrT53xO2qdMXw4ZxxU2oq0p57Hoxe72AlgUBwNjadTccbGy4gr5Rb5Xc1qwSTfzmJ+OySFrLMeSH+ZetC4OfLuS4/dgymnBzOmPbECZizsysHaBoCH+/mMI9AsMt3B7kKCoFuUix/qjdUEkGt1j8Q4Y0Fj3bhjJ1JKcLJpErlLpZlkfnee9Ce4MZQROGdEbhureM+102IrE8fBK39A8L27TnjZfv2I/vj+c1uD4FAaBiF5Ua8sPoMun+0B30W7cfQpYfx3438ljbLaSE+ZutF0stxa3i+tzcEvr4O5wmE5iI+uwQHr+Vxxt4fHY5h4V613qN7Oxd8M6knZ+x6ThkOxFcW1DA6HVKfex6mamf8ivvvR8CKFRD6+9XD+vpDURRcxo5FwPJfQcvlnLm8r75G8V9/Nas9BAKh8TCaGZhacWGtUwTRb/EygFwA31AU9TdFUYspijoA4E1YpYvmVLnXD8BVAPsbuA+hFlB8PsTduIczRRs21Gpt6f79sBRXVsjRMhlEHRz3YCEQGpO9V3JQrK1sRaCSCPDyvSE1rLgzbw7rCLGg8k9nRrEOx27kQ3vuPAp+Xsa5l+/jg6A1qyEKbl99m2aDFgrh98VSKEeO5Iwbrl1D3tfftJBVhNaG0czgTHIhDl7LRWaxrqXNaXPoTRYs/Peqw3mt0YIlO+MdzrdxiH/ZSpBGRoLvW1nZyhoMSH3iSWh2/APDjRsoXPMHMt58i7NGfu+9zaLwQiDYI6WgHEeucw84lzzWDQpx7QLotxkf6Y/BHT04Y2tOVla3a7ZutVE5EkdEIPC338B3da2j1Y2HwMcHgWtWQxjC9a2L//wTpQcOOlhFIBCcDZZl8eyqGOyOy8HtAvSk/HI8vTIG17JLW9Y454b4mK0Q12lTIQi0bacCAF7vvVt35U0CoQlYe4ob1O4V4IKpfQPrvM+QME+M6cFNDKnqY+Z99TUM8dxzBOXIB+H35ReghcI6v15jIY2MRMCq32wC6dkLF9W6qI9AIDgHLMvis93xiFywF5Hz9+LrfQmtUvHIaYLotzIwewP4DUBfAG8DCAHwDYB+LMsWNOc+BC7qCY9zrovWrYcxLc3B3VaY8nLkffc9Z0w1Zgxoe/KcBEITcCa5kHM9tpd/jbJHtUElFWBUV64Tev56FrJmzwaqfAjw3NwQsGI5BH7Nm7lpD4rPh+8nSyAfPJgzXvjbb9CeO99CVhFaAyzLYvWJZEQv2Y9xP53A0ytjEL3kAJ79LYYE05uRE0kFKCw3csbCfbiBw8PX81CiN4HAhfiXrQeKx4PrFG6vZWNKCjJnzEDS6IeQs2ABLBoNZ971iWnNaSKBwOFQtQqh7u1c0C/Erc77UBSFFwYHV9s7FwzDwpSTi5xFizlzwpAQtPv1F6dIIOE78HezP/jA5veVQHCE3mSB1kjaALQUZ1OKcD7VtjWQ0cJg1YnkZrentUB8zNYJT6VC0Jo1UI58EJTAmvQmCg2F/w/fQzliRAtbRyBYOVwtSXP6wGDQDloE3YnnBnJ9zBOJBTCaGWjPnkXh779z5uSDB8P3k09A8bltWVsCSUQE2v38E0fandXpkDVnLlim9VazEghtjaMJ+dgTl4P9bw3G7jcHYfP5dMQkF7W0WXXGaYLoAMCybBrLsk+zLOvDsqyQZdlAlmVfZ1m2sNp9ySzLUizLBjVkH0LtUY4aCVpVKcPOarVIfepp6OLi7N5vys5G6gsvwJiYyBlXT5rYpHYSCFWJzeAe3tXnYNMeUcHcqh/1hpUwJidzxvw++xSi9i1XgV4dSiCA79KlnCo/sCyyZs8msu4Eh/xwKBHvb41Dfhk3gLs/PhfjfzphE9glNA351STc+7R3xbb/9Qe/yhdplgUKy8jPwx7Ev2w9uE6bCll0v9rd++STkEVFNbFFBIJjqvuZIyLq31qgX7AbRwK+3GhBYl4ZsufNA1NS2a6DEong/9234Kvr15qoKRB4ecHvm6+BKtV75rw85Cxa1IJWEVoDmcU6PL3yNDrP24XwebsxcdkJJOaVtbRZbY6MaomxHTwrK/8yikjSbE0QH7N1wvfwgN8XXyDswnmEXbqI4O3boLjvvpY2i0AAAGi0JqQUaCuuacpaUV5fuvip4K2sDEQbLQyup+Qha/YcTiGQwNcXvkuXViSXOAPSyEh4z+WKcWhjYlC0dl0LWUQgEOrKpfRiDOnkCU+lGD4qCQZ39MCldNvkTWfHqYLoBOeFFovh/tx0zpgpIwPJY8ch9ZlnUfz339DGxKBkzx5kzJiJG/cPh+7MWc79ihEjIAoNbU6zCW2c9Gpf+jt5Kxpl385VKkA7FSajd8xuzrzL449DFh3dKK/VmPDkMvguWMAZMyYnI++rr1vIIoIzk1uix1f7rjuczyjW4cdDNxzOExoPf7WUc336ZiF6fLwXZqbKl14eBU+lqLlNIxAaFUoohP8PP0D50EOOb+Lx4P6//8HzvXebzzACwQ7J+dwWtRG+9a8MpyjKZn3epi0oO3yYM+bx5htOlaR5G0lEBNxfeJ4zptm6jci6ExyiN1kw+ZeTOHgtr+IM/2RSISYuO4kikqTZrIR6cr8j38itTGTo6CWvfjuBcNdA8XgtKllNINgjtVDLuQ72kEMibJiiZnUfs/TH72BMSeGM+SxaCJ5c1qDXaQpUY8dCNmAAZyx36dI7quMS2jYmC4MPt8UhYt4uRC/ej60XMlrapDbLwFAP7LiYibMphTiVVIBdl7MxINS9pc2qMy2vz0FoNbg+8wz08ddQsmMHZ7z8+HGUHz9e41pReGf4VAveEZoWHsWDm9gNOrOu4rqtYbRwJX6kDXQ87e3zTNw/oFEZyOL7+sBz5sxGeZ2mQBYdDZfHH0fxhg0VY4WrV8P1yScg8PGpYSWhOhaGxcH4XGw4k4arWSUoN5ghEfDQ3kOGsb38MbKrT4PbB7Qku+KyYbJUeW/TFLyUYk61yraLmZgzKrwlzGtT9GnvCn+1hJMYVGbgyp6O7OoDqZC4dYTWDy0Ww++zT+E2fTqKN2yA9uxZMOXl4KnVkA8cCJcJ4yHwrn/FL6HhSAVSKIQKWFgLAEBAO0/FSnNS3c9UiBv2N7jqeh5jgWL1Ms68pFcvuE5z3hYG7i++iNJ9+2G4XpmAl/vpp5DfOxgUTXL36wPLsijWmqAzWaAQ86EQ3z2/azsvZyG5QGsznldqwObzGXh2gPMli9ythPsqMSLCG7visjnjaqkAT/UnPwcCgdB8qMVqiPlimBnrd922eY5p4VzLRQ3/ji+v4mN6aguh2ruZM+8yaaLTKnxRFAWf+R8j6aGHwZRZk7xYnQ5533wLv88+bWHrWi9ZGh3Si3QwWRi4yUTo4CkHr54tA5yRv86m42pWCQ7NHIIsjQ5Tfz2FfsFu8KyiykBoHrq3c8Fbw8Mwa3MsaIrCnFGd0cm75duS1RVy2kqoNRRNw3fxIlBiETR/bar1OknvSLT77junzGi7m1GJVHi4w8PYlritpU1pMcR8HoDKHsEanQlu8oZXamp01j2DNFnoWnCTM+e7YIHTv9c9Z85E2dEjMGdmWQcsFhRv3AiP115rWcNaEX+fz8Bnu6/ZyB8WwYRMjR7/3SjA/B1X8MLgEDzfgP5VLUlOCVfmf1ykP968vyP6Ltpf5R4DWJYFRbW+52tN8GgKix/rimd+i+EkNtzGUyHCuyM6tYBlBELTIQ7rCO9577e0GQQ7hLuFo59vP8Tmx7a0KS1K9US5hrY4qbq+X9Zl8Isq2+BSIhF8Fi4AxXPew2RKKITP4kVInvA4cOsA2JicDO3Jk06p0OTMpBdpse50Kv48k468Ki1dwrwUmBIVgEd7+jVqQJ1lbX2LpqaqVK1YQEMi4KFIa/2OlVZoG1wnNC1fTeyBr/cnYNPZdGiNFvRt74pZIzvBz0XS0qYRCIRGoCX+zteH+wPvx7r4dSg3ld/55ruU6v5lkbbh6ixVfcwHk0+BYisTQQW+vvB8e0aDX6MpEfj4wOu9d5E1t/K7YemuXTC/9y74bo3TtrMtYLIw2Hk5G2tOpOB0MrdbiLdSjMl9AzCxTzt4Klp/oPlMchHG9PCDh0IED4UIPQLUuJiuwf3hrf/ZWiPjIv0xLtK/pc1oECQlnFAnKIEAPvPnw++rLyHp0aPGewWBAfCa9R4CV6wAz8WlmSwkECoJcudKIF/JKnFwZ92Iy7TuMyqZq8AgjYpqFYeEPLkM7s9zJTeLNm4EayTSiXeCZVl8vvsa3thwwSaAXp0irQlLdsbj9Q0XYKpWrdYa8FFxD83Wx6RhxFdHOGO+KjEJoDcTA0M9sO65KPQKqPw85dEURnX1wZZX+sOXHHISCARCs1K1bzAAXErXOLjzzpgtTIV/CQCjb3J9TJexjzmljHt1JBERUI4YwRkrWkf6VtYWlmXx9b4EDP7sEL4/mMgJoAPAtZxSzNsahwGfHMS+KzktZGXjEOJR+fujNzEVAXQACPZw7oTkuxGxgId3R3TC6TnDcPmjB7D8qXvQwbNxWqERCAQCofa0d5ehag1GSoG2opCnPrAsW+FjCixmPJByijPv9uILTl8IBACqxx6DICCg4po1mVC8aXMNKwhVydLo8Mj3/+G1dedtAugAkF2ixxd7r2PIZ4ew63K2nR1aF/1C3LDxbBpSCsrx3418XEgt4pylEQh1hQTRCXWGoigoR4xA0Pp1aL95E9RPTINs0EBIevaELDoaqrGPod2vvyJk5064PvkkKNJjiNBCdPPnfkAeuZ7XKPseTciD1KTHfWnnOOPqSZMaZf/mQDn6IdCySkfZkpeP0v37a1hBAIDlx27iu4N16wO+/WIm5m2NayKLmo4Hu3hDxOe6CVUPOAHg0V5+zWlSm6d3kCs2v9wfp2YPxb+vDcS59+/H91N6kSohAoFAaAG6+ak419svZda70mvf1Vxojdbq7YCSbHTPT+TMu0ycWD8jWwD1JK6tpfsPwJTd+g/jmhqWZfHR9iv4ct91WJia30canQnPrz6D7Rczm8m6xmd4hBfCvGyDtH4uEjzSk/iXBAKBQGibSIV8m0TNnbFZ9d7vRGJBRSV6dFYs1IayijlaLodq9Oh6792cUDQNdTV/uHj9erDV5O8JtuSW6jH+pxOchF1HlBsteOmPs/i3Ae85Z+DRnn4Y0MEd4346gfk7ruDLx3s0ijItoe1CguiEBiEOD4f37NkIWLYMQevWImDFcvguXAj5gP5N0vuONZlajQwRoeWJCnblXG+7mIniBkohZWl02Hc1F0PSzkJqrqwO4Xt6QnHfkAbt3Zzw5DKoxozhjBWtbbpKIaOZwYnEAvx9PgOrT6Zg45k07L+ag6IGSp82J2mFWizZGc8Z49EUxkf6488X+iFmzjDseHUApg9oD6mQK8G17nQqjt/Ib05zG4ybXIRZDzqWCA/2kOH5QSHNaBHhNl5KMcJ9lVBJ7p7eqAQCgdDaGNrZC/wqpUJJeeXYcanuB05mC4MfDlUm6I26eYIzL+kdCXHHjvU3tJmRREZCFBpaOcAwKNqwoeUMaiVsPJuO344n24zzaQqeCttDP4YF3v7zIhJySpvBusZHxOfhj+f6YkwPX4j4NAQ8CsPDvbDhhSgo76Le7wQCgUAg1JVhnb04178cTYLBXPdgMcuy+PFwZWJmdaUj1aOPgpZKqy9zWlSPPgJKVOkTmTIzUXb4SA0rCCzL4rV155FeZKuk2dFLjshAtU3xDMsCb264gJSC1ttWgUdTeHt4GGLmDMOuNwZhaLXfKQKhrpCe6ASnxpB0E8Ub1qN0/wGY8/LAGgyAQAC+iwuk/aKgnjgJkp49iJwwwS6DQj3gKRcit8waqNWbGAz5/BDCfZUIcpPhsV7+6BXgUqf3z/wdV2BhWPTPuswZd5kwAZSgdR34qCdNRNHatRXX2pgYmIuKwFerG+01Mop1WHcqFetj0pBfZrCZF/JojOrmg6lRgXX+WTQ3a0+nwlylMkgu4mPN9L7o0a5S8cBDIUIXPxWejA7CxGUnOZLvq04kI7qDe3Oa3GCe6t8eKqkAS/dcr3C6+TSF0d18MHd0OAniEggEAqHN4qEQYUQXb07g/INtcegdpLZpiVIT3x9M5EjB98/i9ppvTUpHgFW1TD15ErI/+rhirHTvXni+/nqTvB7LskjILUOWRg+d0QyZiA8/Fwnau8uc2q+sCsOw+PZAAmfMRSrAjOFheKyXH6RCPrI1eqw8fhO/HEnCbXfUaGHw85EkfD6+ewtY3XDc5SJ8PbEnWJYFywI03Tp+XgQCgUAgNCWT+wbgx8OJuF1DlphXjq/2JeDdEY6LHOyxPiYNRxOsxRwqQym6FNzkzFdXD3J2+Go1lCNHQrNlS8VY6d69TVbQZJUCL0BBmQEmCwOFWIBgDxkGhnpAyG8ddann04pxMokr3z6oowfeH9UZobcUgTQ6E1YdT8bX+xMq1JAMZgYr/0vGhw9HNLvNBIIzQoLoBKek7OhRFKxYAe2Jk7aTJhPMeXko2bYdJdu2Q9SpE1ynTYXqkUdA8Xi29xPaHAzDYt/VHKw+mVIRQL9NkdaE/24U4L8bBfjjVCrCfZSY1i8Qj/b0g1hQ8/vnzzNp+Dc2G2BZhBalceaUo0Y2+nM0NaLQUIg6dYIhvrK6Wh93BfIB/Ru8d6nehHlb47D1QgZqUqQ0WhhsOZ+BLecz0M1fhSWPdUO4r7LBr9/YGMwWbIjh/szfHRHGCaBXpZ2rFJ+O64Ypv1b2m9p7JQdZGl2dDtadgUd7+uPh7n64kVuGMoMJIR5yuEhJmw4CgUAgtG0KygzwdZGAolBxyFlYbsRD3x7D6mf7orNPzf4Mw7D45WgSvtx3vWLMVaeBm75SapESCqG4//4msb8pUY4axQmiGxOTwJSXc1oJNRSNzoTN59Kx5mQKEvNsK2W6+CkxLSoQD3f3g0To3N8RDyfkIa2wMvGSR1NY91wU5z3krRJj1oOd4a+W4v2/K5N5t1/MxJyRnaGWtV7fjKIotJJ8BwKBQCAQmhSjmcH51GJ4KcTILtFXjP94KBGXMzT4ZGxX+LrcuXp8Z2wWx1/oWJTOmReHh0MUHNx4hjcTytGjOEF0/eXLNdxddywMiwPxuVh9MsVhS1B3uQiT+rTDpD4B8HXy1nprTqRwriMD1VjxZG/weZVJACqJAK8NDYVcxMfHO65UjG86m46ZD4RBJiLhQwKB/BYQnAqWYZD7+VIUrlhR6zWG+HhkzZmL0r374PfF0lYlRdOUaAwabE/cjozSDAAAj3buw6PGokRvwit/nKvItrwTV7JKMGtzLH45moSVT92DQDfbwz2WZfHnmTTM3mJ1znzKCyA3VzqztEIBYVBQo9jf3Ii7RFQLosc1OIierdHjqZWnEZ9dN3nJS+kajP/pOH6cGolBHT0aZENjcyWzpKKPFAAoRHyMi2xX45roEDd09JLjeo615xTDAv/dKMC4SP8mtbUp4NEUwrxt+1YSCAQCoe1xpeAKTmadRLG+GAAg5otb2KLm5VJ6MVYcu4l/Y7NhtDA28/llRjz49VFEBqoxf0wXm+RAlmVxPq0Yn+26hhNJBZy5njpu73BRp06gha0vOMpTKiEMDIQx5dbBHctCHx8PaWRkg/dmWRa/Hr2JL/Zeh87kWNr0ckYJ3t0Ui4X/XMW8hyKc2v/aE5fDuX64u6/DJIzJfQLw06HECrUjg5nBkYQ8jOlR/z7izz//POd62bJl9d6LQCAQCM5Ha/k7vy9lH5KKk2BmzAAAhbDtnEGU6k1YdiQJ607bV3EEgKMJ+ei/5CAGdnTH2/eHobudoo6CMgM+33Md606ncsY73Tobvo24a9fGM74ZkXTpwrk2JCaC0elASxoezE4r1OL51WdxNavm3uH5ZQZ8e+AGfjyUiJkPhOH5QcFOqX7Esiz2XuH6mP+7rwMngF6VqVGB+OHQDeTfKkYrNZhx6mYB7utEpNAJBBJEJzgNLMsia+770Gze7PgmmgYY28MqACg7dAipTz+DgJUrSCAdgIW1IF+XD4PF6nzx2Ls/iF5YbsTkX07WOXgLWPtYPvrDcax5ti/nsDOtUIv5O65gTxXHI7TYNoPTGR2m2iCJiIDmr00V1/q4uAbtV6w1YvKvJ5FkpyJILuIjOsQNbnIhtEYLzqYU2fTlKTdaMP33M/hjel/cE+Rqs0dLUVBN0aBHgMsdq5ooikJ0iHtFEB0ACsvtfxkiEAgEQvPDMgy0MWdgiL9qPXxRKCDt3RvisLCWNs2p0Zq0KDGUVPqYbSRRk2VZ/HAoEZ/tvlar+8+mFGHkN0cR5q1A/xB3iAU0sjV6XEgrRlK+rZ8k5NF4xc/MGRNHhDeK7S2BOCKiMogOq4/Z0CA6w7CYu/Uy1p5KvfPNtyjRmzFj40WkFWrx5v3O2Vs+r1TPuR7SydPhvTyawr1hHvijyv+D3JKG+Ze//PIL59pZgysEAoFAqB+t5e98ob4QOrMODGs995WybeNsN61Qi6dWnrarrFMdFsCR6/k4ej0fI7p447Fe/uDRQHK+FmdTirD3So5NkidFAQ9LuIHh1upj8lQqCNq1gyntllIkw1gTNXv2bNC+17JLMeXXUw4TGOxhZlgs3hmPLI0eHzzkfOfCehODUkPldwuaAgaHOi5YEvJp9O/gjq0XMivGGupjEgh3CySITnAa8r/9zm4AXdKzJ9STJkI+eDBopRKsXg/t6dMo2vAnyg4d4gTVdRcvImPGTPh/9y0ounX0JyE0DnqTBdNXxdgNoPcMcEGwuwybzmXYWVlJYbkRj3z/HxRiPsoMZpgsjF0p8lBNtSB6ROvtESOulsXZkCA6y7J4Ze05mwB6kJsUzw0KxiM9/DgyQAzD4uiNfPx6NImjHGA0M5i+6gz+z955xzdVr3/8c7JXm3TvSYFCC5RR9lYELwqIbETEBaJcBz+9oKJX5QrKFa8DFFFB2bKHICpLNm1ZLaUDSvdeaZJm5/z+qE16knSvtP2+Xy9fL89zvuecb5rSPHnG5zn52mh4Sx2ju83aF6brkKiviclqIQXHcqoJBAKhK0LrdCjbvRul23dAn2mbjBP26wfXRYvgNPERhwuGENqPNSeS8N1faY2+LjlfgeR6CjwlfA6+eWoAPD47AmUNu3W3TUdCEBmJiuPHzcfNLdQEgE9OJtlNoHNYFKICZJCJeChSanE7u9zGV/viVCqkQi6eHRnS7H20PMy/M3Q9jqaNf0n+TBEIBAKB0CHJLVdj5reXGdLtDYEGcCIhHycS8utcx6KAtU/2hez//ouapZodOo4ZEWFJoqNqLGVzkujVapr2Euj9/KUYEuoGIZeNrNJK/J5YAKWWWfS69VI63MQ8LHuoe5P30BrYxDFR5UOy6ohLWsfAiY9JIFRBkugEh0CTkoLib75h2Nju7vD77DOIhwxm2CmhEJIxYyAZMwbaBw+Q88ZyaO/eNZ9Xnj6NimPHIJ0ypU32TnAMvjiViuuZ5QxbX38pVk+LRF//KomjIaFuePtAPAx1DOnWGU0oUelqPc+igAEyZoGGoHfHrOAEAH6PHgCHAxiqnEB9Tk6TZ1Zevl81a74mD/fyxFdzB9jt2maxKIzp4YExPTzw/fk0rP7V8u9YrtZj8/k0rHrMMX627hI+4/h6ZhmUWgMkdcwGomkaF6zGCrg7dTxJVgKBQOhMGBUKZC99GZUxMbWuUd+6hZzXXoNszmx4r1oFit01Oq0JtbPtSobdBHqQmwgzB/qjp7czDEYTdsdk4q+UYjSw1g4AMCBQhq/mDYCfTIh79+4xznVkH9M6OKtJTW3W/S7eK8amc8z3QMxjY/GYbpgzOACeTpbCy6zSSmy/koEtF9MZ3Virf03EiDB3hxtR4y1l+pm/JxbUKs+uN5pwOqmQYfNydoyiUwKBQCAQCA1Hozfi2a0xNgl0CZ+DJwf4YUqUH/xdhLibV4F3DyYgu1xdy53s4+3Mx1fz+mOAGw8p+TWS7VwuBN0dK+HbGAQRvaH47TfzsbaZPub7RxKQJ2e+B2N7emD5hJ7o4y9l2JVaA/bHZeO/J5MZXd7r/0zB+F6eiPBlrm9PBFw2pEIu5Go9gKpmoNNJhXgkwtvueo3eiPOpzDnwnsTHJBAAAKRVl+AQlO3cyWjtZLu4IHj7NpsEujX8kBAEbfsZ/PBwhr10x45W2SfBMVHrjNhxJYNhGxbqhj0vDkOQmxhnkgqxNzYLGr0Ry8aHIcC16bNyTDSw3OcRXPXqZbZxPB1rfndjYPH5YEuZTp5J3TjHvJptVu9BvwAZNsy3n0C35vlRoXh5XDeGbW9sFtS62mddtiW9fZ3h6WQJcFbqjNh9rW4p0bPJRQy5Vg6Lwogw91bbI4FAIBDqhtbrkf3yK3Um0GtSvnsPCj9d18q7Ijg6Co0ea4/fZdicBRxsnD8AZ5aPxSvju2NCby882scHPz07BBdXjMPYng33Da9n4DJbDwAAIABJREFUlmP5LzdxJqkQJhVTzYfjWbust6PD8WD+DGhVZbPu9/15ZgLdXcLDoZdH4J8PdWck0AEgwFWElf/ohV0vDoW4hh9qooGtlx40ax+twT8ifRjHx+PzcD2zzO7aLRcfoKCGtKaIx8aYRvy+EQgEAqHtoE0m0Hp9e2+D4KDsjcu2UdOc3NcHl1aOxwdTIzEwyAVezgKM7emJc2+Nw9rpkfBphFpjfoUWy3+5jZ1XMhgFnhwXF1C8jtvgwbXyj02VTfcxq7vLazJ/SCB+XBhtk0AHqgocFg4Pxr6XhkMq5JrtNA38fCnDZn17M8kqYf7l6VRoDfbjrD9ceIDySsvfK6mQi2Ghbq26PwKho0A60QntjlGphPzIUYbN6+23wQsObtD1bIkEfv9dh7THHjfbNLduQ51wB8LI1pGnUegUuJx7GZUG+x/UzjxnjA8cb/fcX9l/oVRT2qTnTuk2BSzKtvblVtEtPJAzA0JlGvuBl87I0Vu5qNBYKgClQi5efag7/n3kDg7fyoFGb7K5hs+moDfRduXa60PD4uDDoYvwf3G7MC77Blh8fv0XOTAUn+k8mzSNn3mTJ1fbOJ4rHw0Hn9Pw7r1l47tj17UslP6tBFChMeDorVzMig5o9H5aGi6bhTmDA/HlKUuF639/T0ZvH2cMt5MYTylQ4K39txm2SZHeNkFeAoFAILQd5fv2ofLaNYaN4nIhGTsWvKBAqOMTUHn1KuN86U8/wfmxyRD26dMme8xX5SOuIA56k/2Aa6BTIAZ4DbB77sj9I+YZko2hsX5rXEFco5/RkTl4IweqGkV9Ai4LO18Yih5eTridI0eJUgu90QRnARehHhL4ykT4cWE0nvspBmeSi+q4s4UraaW4klaKmYGj8UzZEbD+DnVSHdjHZFn7l9qmz1TMLKnE2RTmz/J/s/uju1fdHeUDg1zw4dRILN97y2w7dCMXKx7txQh8tjfDurkh1ENsHolE08BT31/Fy+PCMHdwIFzFPNwrVOKHC2nYdS2Lce20/n5wFjjOayEQCAQCoE1LQ+Enn0J16RJovR684GC4vfA8pNOnO8SooEP3DtnY+rr3Rags1MYu18pxJutMk57TWL/18P3DTXpOR4SmaWy/zEy6PtzLC1/OjkJ8bgVuZJahrFIP0DSkIh76+ksxOzoQ/QNdMPPby4wYaF1kllZi1akMPNJ/Jpbd3A8OberQ/iVg6x/TmsZJ4ddk57VMxgigHl4SfDg1EixW3f9Oe3o74cOpEXh1902z7fCtHLw92bF8zAXDgrAn1uI7JuRUYN7mq3j7H+EYEOgCiqJQUKHB5r/S8P0FZl5h1iB/CLhEkY1AAEgSneAAyI8cAV2jaozj6QnnSRMbdQ9+WBjEI0dCdeGC2Va+ZzeEkR+12D6ryVHm4NXTryJHmVNroJLP4WP73e12zz0of1Br8r0+Dt87bNfhzlPm2U3MNyWQ2hGx7oAWcdmYs/lKnddojXVnz1kU8Mq4bujh5YyUAgV2xWShSGEJ/pkoFtYPmA03TQWCWR3bqaCs929smDNekyM3c2GsUZHQw0uCISGujbqHgMvGrEEB+PbcfbNtX1y2QyTRAWDe4EB8e+4+dIaqf1cavQnzvr+KR3p7YeagAIR6iJEv1+DQjRwcupkDvdXv2DPDg9th1wQCgUAAqgJVpduZSkWCvn3h/+UX4HpbKvTV8QnIXroUhiJLwq5s+w4IP1nb6nuMy4/D2xfehlwnr3Umsowvg5+TfZnnxJLEemcp26MpfmtX8TFpmsY2qwDnnOgA/Bqfh4U/XrM7AmhUd3dQFIW/UhqWQK/J3pBR0NAUXrp9CBQAitWBheM4zFAD3QT/sppfYrMYAc4+flKMCGtYZ8zUKF+sO5lslkpV6404cjMHC4YFN3k/LQ1FUXj94R5YtuuG2VapM2LdyWSsO5kMAZdltyhYyGXjxVG2CQ8CgUAgtB+a5GRkzH8KJqXSbNOlpyPvnXehy86G56uvtuPuqlhzdY2NzUfsA1ehbQxHY9Dgfvl9G3tDaIrf2lV8zJj0MiQXWLrQ2SwKA4Nc8NjXF3E3r8LuNYGuQhQrdaisRbFRxGNDazAxYnPV/B40BEaKjeXXd3ds/xIArEZt0camKViaTDT2xjKLE58bGQJ2PQn0aib38cEnJ5KQ+7cUvEZvwpFbuVgwNKhJ+2kNIv2kGNvTA2drFPbGZZThyW8uw9tZAImAg7QipU2DmZjHxjMjQtp4twSC40KS6IR2p/IaU1JTNuNJUNzGV23JZs9iJNFVVp1GLYFSp8Rrp19DRkXdEi1GkxEqvcruOT2tb7JTqNKr7CbRdSZdvfekQIHdwZO99ihSaBGfI2fY8ioaX4XI57Ag4LLNs2JMNBAV6ILx4V4AgFfGd8fWSw+w9kSS2bkwsDj4bMAcTNJo0HSB+PaHtuoMogSN75au7pypZmqUX5MqrKf192Uk0R+U2P931B54SwX4YEoEVh6IZ9h/Tyyw6cK35oVRIRgU3LiiAgKBQCC0HOqbN6G7XyMAyOHA//P1jAQ6AAj7RML73+8j++VXzLaKEyfg/d4qsMTiVttfujwdK86vQLm2vM51epO+Vh/TRJualERvrt/aWX1MAEgpUCK10BIEpwBsrUeq8Xxqca3nuGwKR18ZCQ6bwu1sOXbHZOHaA2Yh7NHQkQhUFOKxB5dg0mrBEoma9RraC+uuIBa/6Wo81r7+rOiABvuZHDYLMwb64+szlnnzCTn2g9PtyeP9fJFSoMBXp+/ZnLOXQOeyKWyY3x/B7q33d4lAIBAIjYOmaeS98y4jgV6Tkm++hfOECRD07t1mezqbddbGZs+30xq1dv1BnbH+eGNtNNdv7cw+5vH4PMYxmwI++S2pzmsyS2sfvcjnULj9/iNgsyhczyzHjqsZOHIzF4Ya2dFTgYMQXJGHOaqU5m2+naGt1DNZgqZ11hcoNChWWgpieRwWpvSzX/RhDw6bhScH+jN8tztWPqsj8PmsKMz49hLuW8Vt8ys0gB2XmMOi8PX8AfCTdeRIN4HQsnTw0iNCZ8BYxpQdF/a3L/VTH6IBzOuMZXUHIZtCYkki8ivzW/y+bYGEJ0Ff977tvY0Wp1hZvzSkj1SAKf18MW9IICZFeMNeyE1rMEGrZ1YvFiuYztSLo7vh89lRjDWFIhecTnM8J6mh0DRtMz+oKbORKjRM2dkgt6YFfANdmddVFzU4CnMHB+Ltf4Q36pp5QwKx8tFerbQjAoFAIDQEbTIzWCQZMQJcP/tBEsm4cWB7WEZ10DodtOnprbk9XMm7ggqd4yX2GoKnyBPBzsHtvY1WIaec6SM1YQoQA72RhpuEjzBPJ0wf4I9fFg/DnheHwl3CDP793GsitCwOTM2cI96e2PiXTQxwArZ+Zrh33TLu1oT7MNc7mn9ZzRsTeuD9x3uDz6k7TOPlzMdPzw42F/sSCAQCwTEw5OdDk5BQ5xrFn6faaDdV/JHxR5s+r6WgKAp93PtAyOmcibzccmZCXFePWqY9ajZMaw005Go9KKqqo339rCj89too+Lswf357ejwEtVrbpMJbR8HGx2xioWaFmqmSFOgqgpDXuKKNHl6O72O6iHnYu2Q4BjdALdRFxMVPzw7GuJ6e9a4lELoSpBOd0O7YdCmImuYgWXdpmNS1V+g1FZ1JB9oqfCbjy2zW1VUp6cR1gpBt/zXSAPRGE/RGE0x0VYKTQpXzyGVTMJpocNi2KWAhRwhWHTUxUr4Ub0a/iUDnwFrXdFRU2tqlIQcHu+L5USEYH+4JDrvq53PwRjZ+u2O/EEJjYFbXKu3ce2qUH07uPonjsAStdibJ8URTNu8AGHJzYVJZqhEpkQhsqbTR92FZdQPZk49qCNbXNVBFqU15cXQ3hLpLsO5kMkN+yxo/mfDvWZYN75YiEAgEQutg0jD9Qq6/f61rKRYLXF9fGIssHcXNmbXXEOx1+djzMfns2hORUr60SVnepvqtoAB/iT/eH/Y+RNyO2S1dHypt3fKQEj4H/QNlEHDZyChRIaXAfucZ854GeDhZ3schoW7Y/vxgTP36IrR/+6IKnhh/+UWhW2oKeP4N74hxJLQpzMIVrpd3LSvrp7l+po1/6aCtBBRFYdGIEEyN8sPe2Czsic0yqz2xWRQGBMowf0gQHu3jDT6nc3bmEQgEQkfGKLdtsOAGBECfZZGMNpa3fMNPXWgMtj6sPR+Tx7bfTMGm2HbXN4Sm+q0URaGvR1+sGrqqSc/tCNQmyQ5UxcFG9/BAXz8pQFFIzJXjz7uFNuus3SGl1gC3GoWZYZ5O2P7cEPzjy/Pm5yl5Ipx1DkWvwkJwvTpmMZ61j8nxbtrrsI43NiWOaetjOmbsz1XMw+4XhuL8vWJsu5yB00kFjN+fbh5iLBgahOkD/eEscJyZ7gSCo0CS6IR2hyWRMI4NpbazvRuCoYR5HdupcR0KTUHCk2DdmHUIk4U1+R7FSi0OXM/Gbwn5uG9nDklNMgH4OAswsoc7Zg0KQC9v5wY9Q8QVgUU5aLSomYh49v+M/XN8GF6f0MMmebn9SibjOMxTgnuF9gOeYr794NTToQIcT7Mcx6j5uF+kRDcPid31joz6zh3GsaBXrybNR5KKmE5WagOCyPZItXovpELHdN4e7u2Fh3p5IjajDLuvZSEpvwJKrQFCLhsh7mLMGOiPsT09GzxLiUAgEAitC9uZWSCmvnmz1rVGpQralFTm9U0oMGsObkI37HlsD9iU4ybKWBQLQo6wUxeK1eYL+smEWDY+DFOifM2+KE3TeGj9OZsRN9aI7Nwz3NsZC4YG4fsLD8y2Y6HDMfdOIpzGjWvGK2g/bHzMiIgm30tm5Q/ezCrH0NCGzUQHgBuZzISFTNR41aW2xFXMw+Ix3bB4TDcYjCao9UaIeRyHDcwSCAQCoQquj09VpZbJUhhZM4EOVCXV25uDUw+29xbqhM1id9oO9GoEXPtxt4XDgvDC6FD4u1gKVG9mldtNolsj5tvGR4Pdq5Kjm/6yBDGPhozAojt3OmwSXWPlYwqb6GNaxzEzSytRptLBRdxwP/FmFtPHdBE5ZgwTqErwj+nhgTE9PFCh0SNfroHeaIKrmAdvZ0Gn/k5HIDQXkkQntDscT6ZEiPLMWThPmNDo+yjPnKnzvq2FmCuGhNf45OndvApsPHsfvyXkQW+W7alfgiavHNh7rRh7rxVjYJALnh8ZgkmR3l32w86egzKln6/dBLpGb8T1TOb4gG+fGoCPjt3FuZQim/u4ie1XzfYd1Au9Yi7hrluw2Xb5fkmHTKJrEqycz8imOZ+9rGQ1D1zPxmsPdzcrADSUvbHZjOPePg0rFGkPKIpCdLArosmscwKBQHB4RNGDGMeaO3egunQJ4uHDbdaW7dwJuoaiEdvdHbzg4Nbeog0SrqTF5kCWV+qQkFOBhFw5SlU66Awm8DkseDjxEeknRYSvM5xI14EN9nzBCF9n7Hx+qE3gLU+uqTeBzuOw4FJLAvcpqyR6iksgshP/hEcT9u0IaO4kMo4FTfQxASA6xBWnkizB413XMvHiqNAGJZXVOiMOXGf6l9HBLk3eS1vDYbPg1Eh/mkAgEAjtA1sqhfPkyag4etTueZZEAuljk9t4V7Y0JYZpjcFoQkx6GW5llyM+R47kfAUUGj2MJhp8Dht+MiEi/aTo4++MYaHu8JY2TXK7s6Iz2M6Z/3RGX8waZFtkcepuQb3343FYNkWH1cwbEshIoqe6BCDnVhLCx49vxI4dA9pggCaJOTteEBnZpHt5SPgIdBUhs7RKHt5oorE3Lgsvju7WoOs1eiMO3shh2AYGdQwf01nAJR3nBEIjIEl0QrvjNGEC5ActVZAVv/4Kr3+91aiOH5qmUbZ7t9V9H26xPbYkOoMJG87cw4Yz92BoouR1NXEZZYjLKMPDvbzw8ROR8HTuek7pnVzb+aFetVTQlVfqUXPsj6uYhzBPJ7w7uZdNEp3PYSG6lnkxgl7hiCjbyUiil5TVLuvtyFhXcDa1S2hKPz/85/hdaPRVXwRy5Rr8ebcQkyIbLt0pV+txyMoBnR3d+UYQEAgEAqHt4QUEQDxyJFQXLpht2a+/Aa8VKyCd/A9QPB6MFRUo27EDRV9vYFwrmzkDFKfjfW0qr9RhX1w29sRk2Si9WENRQKSvFHMHB2JqlK/dTpauSEapbVJ8ZJi7TQIdAAoVWsaxTMhFudVcxIm9vcCtJSEa7C5GiDMXDyos1+SnZdld6+jQRiM0icwkelO7hABgxkB/rP89BTpjlZ+ZUVKJQzdzMH1A7WMZqtly6QEqNJYRTS4iLh6N9GnyXggEAoFAqAvvVe9Cl5kBza3bDDslFMLv8/XgeHTU8rgqChUa7LmWhZ3XMpEnr33cUU65GtfSqxRDWRTwUC8vLBgahJFh7kRZBUCJUsc4pgCM7WH/d6NYyfQxh4a64koaU431kd5etTaxBLmJESSgkaGx/NxzUx8gvAn7bm+099MYY7bYbm7gNLGjnqIozBsSiLUnLEn5LRfTMX9IUIO+C+24msmYgS4jPiaB0GkhJc2EdkcyZjQ4vpYPGVqrRcnWrY26h+KPP6C7f99i4HAgmzGzhXbYctwrVGDqhov44lRqrQn0IDcRHuvrg2Xjw/DmxJ547eHumDs4AJF+zuDamYcOAH/eLcCEz//Cr7fzWnP7Dsl+q86SaptCo7exa/TMmUMiXlV3VzcPCZysHKQQd3GtUuIsoRBOzszZnxUPOl6Q06RS2cjZNjWJLhVxMbUfc2bnf44nolSlq+UKJjRN473DCVDXeI+8nQV4uFfbKEoQCAQCofPj9uwixrFJLkfeypVIGT4CaVOmInXESBR98SVgtHwWUUIhXObMaeutNgu5Wo9VhxIw5ONTWP3r3XoT6ABA00B8jhxvH4zH0I9PYd3JJBu/qStirZADANuvZCClwLZ4Um0129Jeon1EmHudz5Na+ZeqChW0qam1rHZc1LduMdUcZDJwfH2bfD93CR//6MMszHz7YDz+sqMkVZPDN3Pw35PJDNus6AAIuI47JoFAIBAIHRu2szOCtm2D16p3IRk/HuLhw+G68GmEHjoIyahR7b29JqMzmPC/P1Mwcu0ZfPZHSp0JdGtMNPBHYgGe/vEapm64iLt5ts0wXYmMEhXuWP0MaAAfHEsETdvGiq19zBB3sc2a4d3qHnPjLGE2XZWn3Iephq/WUVBdvsQ4FkT0bpYy66xBAeBxLOmxPLkGS3dct/mZW3MmuRCfnGB2xM8aRHxMAqGzQloMCO0OxWbDZfYcFH3+udlW8u0m8MPCIJ1cv8yROuEO8t5+h2FzevhhcL1aPvkm4Uog4UqqvBsAHFbD/wndyCzDM1tiGFVq1YS6izF/aBCe6O8H1zpmr2gNRpxJKsL2Kxm4cK+YcU6u1uPlnddRUNEbz44MafC+OjoPim07hEpVOizbdQObFgwEn2NxYCQCjs06k8mET04mQ6E1MM7VJ2uj8A0GalzCSbwF4NFG7789kR/7FSaV5efXXLnaBcOCsCfWUkyQVarGU99fxY/PRNcp3aU3mvDe4Ts4fDOXYZ87OLDRcvAEAoFAINSGePhwuC1ZjJJvNzHsJqUS2pQU2wsoCr6frG2TeYFuQjfwOXyzj9nUWehnkguxcn888isaHti0RqE1YMOZ+/gtIR/rZvbDgMCOIUvYGsTnyG1sKp0Rc7+7gv/O6oexPTzMgTsnKz8zo6TS5lpjHSpUNE0jz+p9E+s1KNu9B96r3m3K9tuNsl1MhTBRdHSzR0+9MDoUR2/nmX+GGr0JT/94DY/388XTw4IwKMgFFEXBZKJx/l4xfrqUjtNJzPmhQi4bC4cFN2sfBAKBQCDUB4vHg+v8+XCdP7+9twIPYfM73xNzK7B8760WSX7H58gx5esLWDa+O5aO7dYlYz61/Rx/vZ0HIZeNj6ZGQsirPZa5L862yLMuL4umaRQym9khkpei4vhxyJ58ssH7bm9okwnldnzM5uAq5mHGQH/svJpptp1LKcLjX1/Ay+O64dFIH0Zi/F6hElsvPcDOq5mo6dbzOCwsGBrUrL0QCATHhSTRCQ6BbOYMlHz/PUyKv7s6aBq5//cmtElJcH3mGXDcbCvqTJWVKD9wEIXr14OuZAap3J5Z2Cr7jPKMwkCvgbhXfq9R18Vny7Hgh2tQWiVq3SV8fDQ1AhMjvBskZ8TnsDEp0huTIr2RnK/AygO3cT2znLHmw2OJoChg0YiukUivsFOUAABnk4vw1PdXsWZ6X4R5Vs17kgm54HFY5tlDlTojntkSg79Si+3eozZMJhpXBb6A0vJ+SpIToE17AH5ox/i50zSNsp07GTbZjCdBsZteNRnpJ8XMgf7YW8OhT8yrwPjPzmJ2dADmDwkyvxcAIK/UY29cFn66nI6sUmYFbJCbCItGBjd5LwQCgUAg2MPj1VfBEghQ9OVXgMl2FmE1lEgE30/WwnnChDbZ1+TQydieuB0m1L6nuqBpGp+eTMY3Z+/bPc9mUejh5YQ+fs4IdheDx2ZBazDhXqES8Tly3C9Swrrx5X6RCjO+uYRVj/XuMn5lTWiatlv8CgAlKh0WbYlBuLcTZg0KQLi3E8pqWVuTmrLi1sSkl6GgwhLhZJmM8FCXQ37oEDzfeB0ssW3XkSNiKCmB4rffGDbZrFnNvm+ErxQfTY3E2wfjGfajt3Jx9FYupEIuXMU8FCu0NsWxQJWU7Jdz+8NXJmz2XjobsbGx7b0FAoFAILQSc8Ln4NTnp8zHPqLGyU2fSSrEku1x0NqZ4S3ksjExwgv9A10Q6SeFr0wANkVBqTUgOV+B+Bw5TicVIimfqeCjN9JY/0cKbmaVY+P8AV2ue7c2/xKoSpCfTirE7OgATI3yha9MCJmQ2WylN9oWZdblY8ZmlKGgxtghFm2Cu7ocZTt2Qjp9erMLHduKyitXoMvIsBi4XMimTWv2fd/5Ry/cyipnjAu9V6jE63tu4YOjiRgQ6AIhj42s0krczrYtsAWAdTP6IsBVZPccgUDo+JAkOsEh4Li6wm/9emQtWWKR0KRplGz+HqVbf4LTxImQjBkNtswFJpUKlTExkB85Ykm618DzrbcgjIpq41dQO/lyDZ7ZYptAf7yfLz6cEgGXOjrP66KntxP2LhmOHy88wLqTyeYZgQDwwdFE+MqEmBjR8HnUHZW6nL2Y9DI8vP4cRoa5Y+Ygf/TwcsKQEFecr5E0ry2BzqqjGPZcahGyaiTQuUY9ogvuonzPbnitXNn4F9EOqG/chDa5hrwliwWXFghwrn4iEtllalxOKzHbKnVGbLmYji0X0xHqLoabhAeV1oh7hUrG7201LiIuti4aXK8aAIFAIBAIjYWiKLgvWQKnCRNQtms35IcOwaS0yJ1zvLwgmz0LLjNndpiZlVUjUe5g25UMm3N+MiHmDQnE7OgAuEv4td4ju6wSu65lYve1LJTUGMVioqv8SrXeiKVjw1pl/44Mm6JgsCOrWU1SvgIfHkus9bzN/erwL7deesA4HpqfCLFBA5MBkB89Bpc5sxv8nPakfP8B0HpLcJgbGAjxiOEtcu95QwKh0Rvx0a+JNkUfcrW+1qA0l03hvzP7YULv1leV6IgMHDiwvbdAIBAIhFbENczV/P/eTg2PE55JKsSL22JtkrbuEj6Wju2GJwf62x2D6Akg1EOCR/v44M2JPXE9swybzqXh98QCxrrTSYV44edYfL9wEENFsrNjHces2ewDVKlmfnP2fq3FsfZg1REb/elSOuN4SN4diA1aaBIToYmPh7Bv3wY/pz0p27WLcew8YUKLfF8T8znYsigaT/9wzabgo7xSb6NsVBOKAj6YEoGpUX61riEQCB0fkkQnOAySUSPhu3YNclesZMyipPV6VBw7hopjx+q9h9sLz8N10TOtuMvGQdM0Vh64zQhGAsCy8WF4Y0KPZlf7sVkUXhgdil4+znjh51jGPOm3D8RjUJAL3OoImHYGpEIucsotXcxeznxGFw8AXLhXbCN/35D72sNoorHxDFOJYHTOLUh1VcoI7i+9BLZM1qhntQelP/3EOJaMHQtuM2ZVVsPnsPHDM4OwbOcNnLLjaKYVq5BmR4K/Gj+ZEFsXRdud8UQgEAgEQkvB79YN3u++A6+33oQuOwcmdSXYUim4vr6g6qqkc0D+92eqTQKdRQGLx3TDqw91b1B3j7+LCG9ODMfiMd3w8a93sTsmi3H+09+S4SriYc7gwBbduyNDURRkIi6KlRY/fkqUL45YjZ9pDDKR/eLZwzdzcDw+n2F7LO2i+f9Lt2+D7MnpoLiOXWBo0mhQtpsZ4HSZM6dF/009OzIEQW4irP71rt2xTtb09nHGB1MjEB3sWu9aAoFAIBAIVSTmVuClHXE2CfSpUb749+MNbwiiKAoDg1zx3dOuOBGfh3cPJTBipOdTi7Fifzw+n+04zVCtjYuVP+gp4YOigKyyps8ol4ns+4h/Jhbg2O08hu2xB5a54iVbtsC/xnhVR0WXkQHFqdMMm8v8eS12f08nAX5ZMgwr98fj1/i8+i8A4OHEx3+mReKRLtDARiB0dTpWhIjQ6ZE+/jgCvv0WLKm0cRdyufB69114Ll/uUDI0+6/n4ExyEcO2eHQolj/Ss0X3ObK7OzYtGAgu23LPEpUO7x+502LPcFR6+zozjnt5OyM6uPGzOzlWfw17+9j+DppMNN4/koCY9DKGffLfDqhJoUDBmjWNfnZbozh9BoqTJxk2l7lzW+z+Ih4HmxYMxJsTe8KtgV+suGwK0/v74eDLw9Hdy6nF9kIgEAgEQl1QPB74oSEQRkSA5+/f4RLoseml+PJ0KsPmKuZh75Lh+Nek8EbLYzoLuFj7ZF/8sHAQhFbX/vvonQYlLTsTg0OYiVeaBva8OBSP9PZCAyYx2WCdyJWr9fj8jxS8vucmwx7qwkdUaZr5WHfvPkp++KHxD2xjir74EoZtYrfeAAAgAElEQVRcS+CR4vMhfaL5MpvWPNTLC6feGIPtzw3BxAgvcKzeDD6HhSf6+2H/S8Px6z9HkgQ6gUAgEAiNQGcw4Y1fbkKjZyoHfjQ1Al/M6d9kRc1H+/jgxKuj0NMq5nPwRg5ONDBx2RmICpCBXcN3yS5X473He+O5kSFwEjSt33FgEDMOajTR2Hk1E0t3XGfYg0QUooosjUGKE79BcfZsk57ZVtAmE/LeeZcxiovfoweEAwa06HOcBVxsmD8Ap5ePwXMjQ+Bcy3sRHeyCL+ZE4cK/xpEEOoHQRSCd6ASHQzJqJMJO/obyg4dQtnsX9BmZta5lu7pCNmMGXGbPAtfPsaRTKjR6fGQl7zgoyAVvTQpvleeN7uGBf47vjs/+SDHbjt3Ow8xBRRjTo2PIkTaFOdEB2FdjBvdfqUU48+ZY3Mgox7YrGYjLKKvjags1xzuxKGDmIH/G+cTcCqw7mWRTFBHF1yK8zPI7Kj98BE4TJ8Fp/LgmvJrWx1hejrz332PY+OHhLSazWQ2HzcLL48Lw/KgQ/JaQj22XMxBr571oqMwsgUAgEAgEJmqdEW/uu82QtXYRcbHnxaHNLkh7qJcXfnp2MJ7+8ao5gKrRm/Dm3lvYs3gYI/DXmZk3OIjRIX48Pg+vjAvDd08PQm65Gntjs5GQK4dcrQebouAi5sJdwsfOq5kwmJidWywK2HjmHvr4S0HTwO1sOY7H5zGUpICqwsI1M/tDWjIZFUeOmu1FGzZCMm48BD17tO6LbiKV12+gdOtWhk02YwY4Lo0vbm0ILBaFkd3dMbK7OzR6I0pVOlTqDJDwq2aj86wrZAkEAoFAIDSIr8/cs5G1/mhqBBYMC272vT2dBdj5whDM3HQZaUWW4sx3DyVgSKgbXJuYoO9IeDjxMTHCi+Fj/nw5Az8/OxjLH+mBo7dysf96DjJKVFBoDOBzWHAV82Aw0cgoqbS5n0zIxe1sOSo0Bmj0Rlx7UIo9MVkM1U6gyhf9YNYACON6MMY75q96D6JjR8FubENbG1G2YycqY2MZNrfnn2u1JrpQDwlWPdYbb07sidvZcpSqtNAaTHAWchHqLkaQG1HOJBC6GiSJ3gEwKhSoOHYM6vgEGOVy0Hod2E7O4Pr7Q/rYZPC7d2/vLbY4bJkMbouegevCp6G6eAnKM6dhKCqGUakASygC29UF4iFD4TTxEbB4julgHYjLZszlE3BZWDezX6sGHZeM7YaTiflIyKkw27ZcfNCpk+gDg1wQ7u1kdvBNNLDq0B38uHAQpvX3Q2JuBfbEZOJObgXkaj2MJhpOAg7KKvXILLV1PgEg0FWEuIwy3M6WI1+uxrHbeXYTwN7OAmx8YRQ0N36CNsVSvJD3/nsQDTjqkLLu+R9/DGNRDWl7Nhs+/1ndap13fA4bU6P8MDXKD0UKLQoqNKjQ6CHiceAq4sHfRQhWFwnEA0BakRIZpZUwmWh4OgnQ29e5yyQiCAQCgdCyfPdXmk1n+NfzBrSYosvgEFd8NDUSb+67bbbFZpRh//VszBoU0CLPcHSGd3NDqLvYPIrGaKLx7NYYbHtuMEI9JHj1YdvvYSYTjfQSFf5KYY4SMtHA3rhs7K1R/GkNiwL+O7MfhoS6wbBiBVQXLsJYWlp1Uq9H3sqVCN6z2+Fk3U0aDfLefhs1Kzo4vj7weP21Nnm+gMuGr0zYJs8iEAgEAqEzU1ChwTdnmSMMp0X5tkgCvRo3CR8b5g3A419dMBcdlqh0+Op0Kt5/PKLFnuPIPDWUWah5PrUYa04kYeWj4ZgdHYjZ0bYjlFRaPR5e/xfy5BqGvVytx2tWqkb2+HBqJMaGe0P9n/8gffZs8yhVQ1ERCj5eA99P1jbzVbU8usxMFK5fz7CJR4+C8+OPt/qzBVy2jSoVgUDompAkugOjSU5G2Y6dkB87BrrSfrKvZNMmiKKj4TJvLpweftjhAirNhWKxIBk1EpJRI9t7KwCAm4U3EVcQB6VOCQAQcu0Ha2iatplN+eLobq0+55nLZuHDqZGYvtEy3+ZcShEySlSdtlKOoigsGBaEdw4mmG1/pRRh2a4bWD8rCr19nfHB1Eib6/RGExZvi8NpO3O700sqsWzXjTqf6+HEx9Zno+Hr4Qz1mo+RPsvigBqLipH3/r/h9/l6h5KFrTh+nNHRBADui1+EMKJtvqR4OPHh4dT1us0NRhMO38zFz1cycCurnHGuuhP/qaFBkAo7199vAoFAIDScX9N+RZYyC/g7Bynl190JojOYsP0q09ecPyQQI8LcW3RfMwb640RCPsNf2noxHTMH+jvUCKXWgsWisGRsN7xVo5Agp1yNR784j7mDqz6/wzwlAACN3ohjt/Pww4UHuJtXUdsta0XC5+Cruf0xLtwTAMBxdYX3e+8h5zVLIlqTmIiiL7+C5/I3mvnKWg6aplGwdi106ekMu+/q1WBLJO2zqS5GSoECR2/lIqdMDRaLQoi7GE/092twYcF3333HOH7xxRdbY5sEAoFAaAd2J+1G3KE483GBUwEwpvb1u65lMuagu0v4rZLY7uXjjGXju+PzPy0NKftis/HmxJ4Q8Tp/umJYqBsi/ZwZTVDf/ZWG+Gw5lozthlFh7uaGE5qmcfVBKb77K80mgd4QuGwKn87oiyf6VyluCiMj4PbC8yj5dpN5jfzwYYhHj4J08uRmvrKWw6TRIPetf4FWWzrqWU5O8Pnwwy7xPaS9qf5uczqpAMUKHfhcFiJ8pZg1yB+hHsTHJ3QtOv+nUgeENhhQ8PEalO3c2aD1lTExqIyJAb97d/hv3ABeQNfoDGkPlHollHoltEYtAIDLtp/0uvqgFPdryBJxWBTmD7GtImwNBgS6oK+/FLez5QCqGkJ2XcvCikdbR0beEZgx0B+7rmUynM8TCfm4nnkGC4YGYXZ0ICN5m1lSiR3XMhDzoKRJz+vl44zNTw+Ev4sIACCMiID74hdRvPEb8xrFyZMoWL0aXqtWOYRzp7xwETn/WsGw8Xv0gPuSJe20o66BvFKPF7fF4uqDUrvnc8rVWHcyGTuuZGDLosHo6U3mwRMIBEJXpERdAq1Baz420sY6VgO/J+ajSGFZL+ax8a9W8PUoisIHUyJwJrnQ3GScmFeBG1nlGBDYOjLdjsbMgf64kVmGXdeyzDatwYStl9Kx9VI6PJz4EPHYyCvXQGc02Vwv4LIg5nNQotTZvb+PVIB5gwMxZ3CgTbGh86SJqHh0EhQnfjPbSjZvBsfdDa4LF7bQK2wexV9vQPnuPQybbPZsiIe37Kgggi0PilV491A8Lt6z/U7z2e/J+EcfH3wwJQJu9YxMWrx4MeOYJNEJBAKh81CkLsL9H+6bj+/jPvC5/bV6owm7rjFHar4yrluTZ6DXx5Kxofj5cjpKVFU+kkJrwOGbuZg7uG3ip+0JRVH4eu4ATP/mEkpVFh/xcloJLqeVwE8mRISvMygKSMpX2JVxZ1FVSke1IeCyMLWfH54fFWKjVOW+dCmUp05Dm5pqtuWuWAm2s9QhGtlovR45r70O9U1mh73XihXgepM55K3NL7FZWHP8Lsoq9Qz7+dRifHvuPiZGeGHt9L6t9reBQHA0SBLdwTDpdMhZ9k8oz51r9LXa1FSkz56DwO83Q9C7dyvsjtBQLqQy5RsfifCCl7OgzZ7/1NAgRsfMhXtFADpvEp3PYePHhdF4YuMlxsyfggot/vt7Cj7/MxVhHpK/Zdx1jAKHmtTngI4Ic8OCoUF4uJcXOGxmh7n7kiVQnDrNmCtUtnMXwOHAa8WKdu1IV168iOxlywB9DeeHw4HPmo9BOeg4hM6ARm/Eoq3XcD2zvN61uXIN5m2+goNLRyDQTYRSlQ558qrfZR+psEvMBSMQCO2HUaGAobAQoChwPDzAdiIFPY7Oges5jOPpA/zhLGgdRZMAVxEeCvfEn3ct3ej747K7TBKdoih8NDUSeiONfXak2GsWM1jjLuFjyzPRCPdxwpmkQtzIKjePe5IJuegf6IJxPT1s/MqaeK9ahcprMTCWWBKlBWvWAiw2XBc81YxX1jxomkbJt9+ieMMGhp3r6wvPN99sp111He7mVWDu5isotwpuVmOigWO385CQI8cvS4bB06ntvosSCAQCoWNy7UEpCiosfo2Ix8b0gf6t9jw+h43Z0QHYeNaS5D98M6dLJNEBINhdjK2LorFoS4y5kKCanHK1zUzzmjjxOdi8cBDEPA72xWXhXpESFWoDuGwKrmIehnVzx4wB/pCK7H8/YPF48FmzBulz5gAGQ5VRr0f2smXw/+qrdk2km3Q65C7/PyjPnmXYxaNHQTr9ifbZVBdi49l7+PS35DrXnLxTgPtFl/HL4mEkXknoEpAkugNBm0zIW7HSbgKd4+kJ6RNPQNC7NyguF/r8PCiOn0BlbCxjnbG0FJmLFyN4127w/P3aausEK+Jz5Izjh8K92vT5D/0tA1lNcr4CWoMRfA67TffRlng6C7Bn8VAs2hKD1EIl45zRRCO5QFHn9YNDXPG/WVE4l1qEW1nlKK/Uw2AywVnAhb+LEFOi/MxynfageDz4b/gaGXPnwVBUZLaX/bwNJqUKPv9+v1UT1iYTDYqCTdd7xYkTyHnrX8wEOgCf1R+1mYx7V+X782l2E+j9AmQQ89iIyyiD1mDpWCtR6bB4eyxcxTybjqLh3aoKOB6J8CYz1AkEQotAG41Qnj2Lsp27oLp40XKCoiAeORIu8+ZCMmaMQ40lIVRB0zRuZJYxbLOjW1eJanZ0ICOJfjOr/gKxzgSHzcK6GX3R28cZG87cswl02mN8uCc+mBKBANcq5aJHIrzxSETjO2c4rq4I2PA1Mp59jjHiq+A//4FRLof70pfa/N8pbTCgcN1/UfrTTww7SyqF/zffgC3pnGOkHAWV1oDnf4qtNYFek/SSSizdfh17lwxDTrkav98pQIFCAx6bhZ7eTni4V9t+TyUQCASC42Lt302K9G61Is1qZg5iJtHjs+UwmWizlHlnp6+/DAeWDseru2822L8O93bCF3P6m5UM+/jXPQaqNoSREfBZ/RHyVqw022iNBllLl8J37Zp2kXY3KhTIefU1qC5dYtj53bvD79NPHULpszNzIbW43gR6NfcKlVj+y01sfnoQTiUV4nxqEcor9RDzOOgfKMPj/Xwh5pPUI6FzQH6THYiyXbtQcfw4w8bx9obXin9VzTvnMN8u13nzoElJQdH/voDy9Gmz3VhUjJw33kDwnt3kw6UdoGkaCVZJ9KY6NE3FTcKHr1SA3L9n5eiNNFLylW2+j7bG30WEfS8Nx7qTSdgXlw2N3lZS0xpnAQdPDQ3Cqw93B5/DxtzBgU2ueuX5+yPwxx+Q8dQCGOWW3wH5gQPQJCTAZ83HLZa4Vmj0OHQjB/uu5+BBkRIKrQEUAKmQi14+zpjb2wVRR7dCeeiQzbVe77wD2bRpLbIPgn30RhN+vsycVds/UIbPZvYzzw4qr9Th4+N38Uuspavtbp79Yo9L90tw6X4JhoS4YtOCgZCJSKUngUBoOoaSEmS//IqNPB4AgKahOn8eqvPnIRo0CH5ffQmOS9foOO4o5JSrGdJ6Ih4bvXycW/WZA4OYvwMpBZ2/QNMaiqLw7MgQzB8aiN8S8rH9SgZi0pnFDC4iLmYOCsD8IYEIcmu5RLIwKgoBX3+FrMVLQNcojCz++mtUXr0Kn4//02YjvbT37iH37XeguX2bYadEIgRu+haCnj3aZB9dmQM3cmy606ICZJgW5QutwYQ9MVlIK7Yob8VmlOHJby7jRlaZeSxDNS61dKgRCAQCoethHcvs3waqQ8FuIshEXHNhmEpnRFqxqs4mls5GkJsYB5cOx/XMMmy7nIHj8fk2I4LYLAoTI7zw1NAgDAt1a7F4v2zaNJiUKhSsXm0x6vVVneDnzsH77bfBlsla5FnVmEw0FFoDKnUGiLgcOAk4YLEoKM+fR96q92DIz2es5wYEIOCH71t8HwRbvjl3j3HMY7OwYFgQRvfwQG65GlsuPkBKgaVx7UxyEYZ8fMqmwHhPbBZW/3oXz44Ixj8f6l6n6haB0BEgSXQHgTYaUbplK8PGCwlB4E9bwfX0tH8RAEGPHvD/+isUrF2Lsp+3me2a27dRGRMD8eDBrbVlQi2UVeoZHx4CLgvdPNre+Yv0k5qT6EBVsLOzJ9GBqiTy6ml98OYj4dh/PRvbr2QwgkjV9PGTYsHQIDzezxdCXssFgPnduyPwp63IfO55huymNiUF6bNmw33xi3BfsqTJXenZZZX49tx9HLyeA5WOOS+VRtXvn/7iBcg27INSI7e53uvtt9tV+rOrcDa5CIUKpgza908PYsyklIl4+OTJvribV4H4nIoG3ffqg1I89cNV7HlxGKnoJBAITcJYXo6MBU9Dl5ZW79rK2FhkPr0QQTt3EIl3ByLJquCqt49zq6uUuIp58JMJzYk7vZHGvUIlInw7v29pDZ/DxtQoP0yN8oNKa0CpSgedsUq9yE3Ma7XOKfHw4fDfuBHZy5aB1lh8/MqYGKRNmQrP5cvhMm9us7vS9UYT/kgswL64bKQVKaHQGMDjsOAp4uCZ7EsI/22XjcIRy8kJAZu+hTAqqlnPJjSMXVeZ82pnDPTHuhl9zQH1RSNC8NT3V3EtvdS85rqVekU11rMuCQQCgdB1Sc5n+ph9/Frfz6MoCn38pDhfYyzm3byKLpVEB6p+DgODXDEwyBX/nqJDYm4FytV6mGja3CzjXiOe1JK4PjUfAJiJdAAVR45CdfkyfD74EE7jxzX7Obezy7HtcgZOJORDqTWY7e7Q4Z2M3xF+46zNNbyQEAT++EOduRFCy5BRorJRxdy8cBDG9PAwH08f4IcnNlxCYp4lhlmbQpdSa8CXp+8hKV+BjfMHkEQ6oUNDIvAOgurCBeiza8zY43IR8M3GBn1IUCwWvFasgDYlFZVXrpjtZbt2kSR6O6Cq4QgAgJuY3y7yy+5OTOeqUm+sZWXnRCri4tmRIVg0IriqY0ulh0pngITPgacTH56tOKNeEB6O4B3bkfnsc9Dn5lpOGI0o3vgNFH+egvtLS+D00EONSqZfuleMxdvioLD6HasmrDwb0++dw7jsG7Yn2Wz4rF4N2ROkA70tSMxlJsX/0ceHkUCvhqIouNTSVR7oKgJFARkllQx7Qk4FPvs9Be893rvlNkwgELoMef/+wG4CnePtDdA0DAUFDLs2NRX5H30Ev08/bastEupBoWUmvfxchG3y3JpJdABQaOz7I10JMZ/TpkVtklEjEfjjD8ha8hJMFRZfg1arUbB6NSpOnIDb889BMno0KHbjikTVOiM2n0/D9isZjEJAtsmIoXl3MCv1NHqU286EZ7u5IXDzdxD0Jn5JW6DRGxmBSwBY/kgPRkcaj8PCK+PD8PSP19p6ewQCgWBGl5mJst17oL2XCpZQBPHIEZBNmwaKSxQwHJUKK9/OV9Z6cTPGc6RMX1ZZS8yrqyAT8TA8zL1Nn+n61HywJGLkvbvKMiMdVWq32UuXwmniRLg+sxDCqKhGd8Ffvl+CtSfu4lY2s9FHpNdgXFYcZqeehofatglI0Ls3Ar7fDI6ra9NeFKFR3LZ6f/r6SxkJdKCqmPjF0aF4bY8dRbta+D2xAOv/SMFbk8JbZJ8EQntAkugOQtnOXYxj6eTJ4AUHN/h6isWC+5IlyKyRRFf88Sf0hYWkWquNMZqYGnntNUqUY5W4NxjrlzbvjFAUBX8XEfzbWImWFxyMkAP7kf/xx6g4cpRxTpuSgpzX3wDbwx0uM2dCNmsWuN51z8g8nVSAxdvioDcyf794Rj1G59zE5AeXEF6WZffaDCcvbBo6Hx8PHY/OLH6UW67G3thsxOfIIVfrYDDRcBZwEeQmwrT+fugfIGuzERcaA7NoJcBFZHedUmtgdAkBgJjHxp7FwxD5d9X3nVw5Vh1KYMxX3xOTidcndIdTK88nIxAInQtdVhYUJ08ybKJBg+C5coV53Ig6Ph4Fa9ZCff26eU3Fr8fh+cYb9X5WEdoGg5Uv0FbFmtbPsd4HoW0QDRiA0MOHkLfqPaguXGCcU8fFITsuDlw/P8jmzIbsyScbFHgsVGjw/E+xjOCZi6YCj6ZfwaPpV+Cusa+Yo4geiQGfrwHHvW0DvV0ZrdW4Kj6HBW87xcGhHvbHCYR7O+GR3l4oVulw5GZul09UEAiE1kF5/gKyX30VdKWlIFxx8iTkhw8jcNMmsMQtN/KE0HIYTVYS4m0UP2GzSfzSEZBNmwZ+9+7IW/k2tCkpjHOKkyehOHkS/F694DJ3DqSPPQaWyH6cqya7r2XinUMJjFh5sDwPk9MvYXzWdYgMWptrjKBQMOlJjPvkXbD4rdN9T7BFbaV2GuJu/+90iLvt+85hUZgx0B/Rwa5IKVRg19VMRlHOlovpWDymG6RCEsMkdExIEt0BMFVWQnn+PMPmMm9uo+8jGjIYvNBQS3eRwQDl6TNwmTO7JbZJaCB8LjNrrta1j/Nn/eEn4HadmZWOAlsmg9+nn8J50iTkvf8+jEXFjPPGomIUb/wGxZu+g6h/fwj69IEgIgKCiN7gBQWZ5Tjjs+V4eccN6I00pFolwsqz0b08GxHKXPQteQBepf052kZQ2Nd9HHaET4CezcWiLTE49PIIeEvbppq4LaBpGhfvleDny+n4824BTLXE83++nIFIP2csGBqEqVF+rf7vQWblGMZmlNpdd+xWLjRWwdBBwa7mBDoARPhK8dOzgzF23VmzTJJKZ8TRW3mYNySwhXdOIBA6M+W//IKaA3F53boh4McfwKqhiiLs0weBP/6AtClToc/8WzLYaET53n3wWPZKW2+ZYAe+1WeYso06wlU65nMEXCLJ115wfXwQsPk7yPfvR8HaT2BSKhnn9Tk5KPpsPYq//ArC/v3/9i8jIIyMADcwkCH5Xl6pw7xvL0Gbno5xf/uYYeXZ6FWaAQ5t/3tMBVeEjf2ewDnfKPwvS4tpnTyHXqHR4/DNXMRnl0Ou1oMCBRcxFwODXDG5j0+LjoaqD4mAAx6bZZ6VqjWYcD2zDAODmMUSNWVxq5k/JBCrp0Wai0pfe6g7pm64iIzW3zaBQOhC6AsLkfP664wEejXq2Djkr1kDXyvZaIJjwOewAVgUj1RaI9zaQFXdWtHT2tcltB3CiAiE7NuLom++Qcl3mwEjM7asvXsX+e+9j8JPPq3hY/aGMDISHB8fRuPK/rhsrNp7Hd0q8sz+Zc+yLIRU5NX6/EyJJ9YPmI1kQRA+upGPBUODWu21tjdGE40zSYXYfz0bD4pVqFDrweOw4CbhY2SYO+YODmzT+K2rmKmSeTWtFAajyUaGff/1HJtrdzw/BENC3czHi4aH4NEv/jKPDVLrjTh0IwcLhwe3/MYJhDaAJNEdAENJCVCj2o/t7g5Bnz6Nvg9FUZCMG4vSGhKdhsLCFtkjoeG4iHhgsyhzlV2xUgt5pR5SUdtWW90rYgbTPFppdg6hfpzGj4dowAAUrFkD+eEjtguMRlTGxqIyNtZsYonFYLu5gcXno7BUjS+1Woj0Grhq7SfMreF0C8PRCYuwNd/yvudXaPCf43fx1dz+zX5NjoBaZ8TyvTdxPD6/QesTcirwr/3x2HQuDT88E11rVWVLMMJKeut8ajHiMkptApwx6bbJ9dFWckkA4CTgYlZ0AL45e99su5VVTpLoBAKhUaiuMaV9XZ9ZyEigV8MSCOD69NOMuXiV14gssKPgJ2NKXiYXNMw3aA4GowkpVs/xr0VlhdA2UBQF2YwZEI8Ygbz33ofKqigbAGi9HpXXrjH+/VIiEdhOTqD4fAA0SkoVWKdWQWBs2GzsC759sKHvdJQLnAAAb+67hRB3MfoFdD69o9QCBX68mI5DN3KgtjMaa9e1LHx0LBEzB/pj4fBgBLi2/r8JNovC6B7u+POu5Xv+OwcT8P3CQeZ/kwk5cqw7mcy4jkUBb00KZwS3PZ0FWDw6FFdAIBAILUfF0aM2xV01kR86DK8VK8GWkG50R8NXJkB+hcZ8nFygQKBb63+2Wc9it/Z1CW0LxePB89VX4fTww8h7511ok5Js1phUKqguXGCoIrHEYrBEIlACAXRaPXzlShzQVdZalFkTI4uNA91GYVv4ROjZVfHz9w8noJe3EwYFdy45d43eiB8vPsCOK5mMUVnVpJdUIi6jDF+fuYcJvbywZGw3RLWBnx0d4goBl2Vu9Mmv0ODTk8lYMSkcrL8Vye7mVeCXGKYKaqi7mJFABwBvqQBPDwvGF6dSzbaY9FKSRCd0WBymfYCiqOEURR2nKKqUoqhKiqJuUxT1GkVRDS4/oygqmKIouo7/drfma2gqJgXTWeC4ujZZcpjjxkzcGJWtH1QjMBFw2ejuySzVTMi1ne3SmhiMJpuZzH38pbWsJrQFbJkMvp98gtCjR+Ayb269skcmlQr6zExoU1PhW5INf2VRgxLo4pEj4b9xA8IOH8Sbrz6BhcOYVZsn4vNQWONLUUdFodFj3vdXGpxAr0lasQrTN15EQk7r/buM9JPaBJMX/hiDTefuo1ChgUprwOGbOfgtgbl/LpvCjAH+du/Zw4v5d8W6I5BAINjSlf1Le5jKrebQRUXVulbYn3nOKG9bX4ZQO719nFFTWT2jpBLyyoYlQJvK/SIVQznFXcKHlzMp0HQEuD4+CNz8HYL3/gLpE0/8nRyvHbqyEoaCAugzM6HPzIKzsrzeBDolEkE2ezaCDx6A9NPPoBI7m8/pjTT+92dKHVd3TLZdTsekL85j17VMuwn0auRqPb6/8AATPj+HE/G1d1a1JE9ZdWUl5Sswdt1ZzNt8BdM3XsRjX11A6d/qRdX4uQjtSmhG+JHviARCUyA+Zu3oMpkJFm6QVeG3wQBDXm4b7ojQUPpYfSbEZ5fXsrLlUOuMNoWakb7ks8kREEZEIOTAfgRs/g6S8ePrnVdqUqlgKCqCPisLVGE+ZFplvQl0jsu9gb0AACAASURBVIcH3F9+GT3PnMKo/34AjsDSeW2iga/P3GuR1+IoFFZoMOPbS/j0t2S7CfSaGE00fruTj+kbL2Ln1cxW35tUyMW0KD+G7bu/0jDus7N491A8Fm25hslfnofGwHxP7TUCAUBvX2fGMRkhROjIOEQnOkVRUwHsB6ABsAdAKYDHAXwOYASAmY285S0Ah+zYE5qxzVaDEjClOUzquv+I1oVJzZRLYglI9V570MdPiqQalZTXM8psOlNbk7t5CmhrfKh5OPHhZWdWHqHt4XfvDu/33oPHG8tRcfQIynbugjY1tf4L64AllUL2xBNwmTMbvOBgxrlVj/XGuZQipJdU/W0wmGjsjsnCPx/q3qxntid6owlLd1zHjUzbL3Th3k6YOSgAvX2cwWFTyC1X48jNXJxOLqypYIyySj0WbY3BgZeGt1rX0NKx3bB4W5z5WKk1YM2JJKw5YVvFW02Yp6RW1Yqac0oBwJnMEiIQ6qSr+5f2sPY59Xl54He3/3mgz2UGN62vJbQfQh4b3T2dGB3of94twJMD7RdhtQR/JDKLvvr4OTe56JfQOgj79IFwTR94vvUm5AcPoWz3bstIhibC69YNLnPnQjp1CthOVZ3ns1A1I3X53lvmdWdTipBZUtkm3WptwYYz92w6uetDozdh6c7r+PTJvpg5KKCVdlbFmB4eGB/uidNJlm50g4nGpfsltV6TW65BoUIDTyfm33J7qkgEAqFuiI9ZN2xnZuJEn2H7WcSSkiSpIxJplUQ/k1yENx7p2arPPJ9axBjLF+QmanMlT0LtUCwWJKNGQTJqFPQ5OSj7ZS/K9+2DsaR2n6MhiIYMgcvcuXB6aDwobtX7Pc4LWD+rH17acd287lxKETJKVAhy6/jKFcVKLWZuuoyMEttRF3VhooG3D8ZDozfi2ZEhrbS7Kl4ZH4YTCfmQqy0Fthkllcgoqf07xd28Crv26xlljGMyD53QkWn3JDpFUc4ANgMwAhhL03Ts3/ZVAE4DmEFR1ByaphtTgXmTpul/t/hmWwm2iwvjWJ+VBX1BIbheno2+l/r6Dea9ZZ1PVq8j0C9Ahr1x2ebjfdez8fK4MLP8SWuzN45Z+duPdKE7HGyJGC5z50I2Zw70WVnQ3LkDzZ07+H/2zjssiqtt4/dsZ9ml9y4gqIBSVETFrrHFnih2Y4lJTC+mmGKMiYlvki89mijWYE3UxBKNvaFiBxVUeu+wlO3z/YEszBZYlIVFz++6csU5c+bMQZfZZ55yP7VJSZAm3YK6Ur8RQnM4sAgI0PS2FAQFQRAYAEqPHC8AcNgszOnrg+V/39KM/XEhE0va8PPY2vx2OlWnz2NnJxE+mxCM3p10lTzGh7ojq7QGqw7ewf5GFUJFEhne2HENOxf3Nck+nwpywYuD/PBzIwn25sgortbr4CySyLArIZsx1suH+d1BIBAaIPalfvgBAZAlNwSGynfugmjAAL1zy3ftYl7b2d+keyO0jIGBjowg+ub4DJMF0ZUqtU71g6GKA0L7w7G1hf1z82A3b26LbMwKnhCWwcFw7hkKQXAQLIKCwHFz05ssMSncHRvOpePmA1Ufmga2XsjAe6O7mvRnawv2XsvRG0B3sRJgSoQHurpaQU3TuJZVjj+vZGt6PQJ1fw/v/XkT7jYW6GvCBGqKovBDTBgWbEzA+VTjnNgqNY2P9ybh26mhEDzoNZtSIMHaU6nNXEkgEBpDbMzmEQ8bipLffjN4XtC9O7hOLfd3EkxPlJ89KAqaAoSbORW4nlVu0pYtm+MzGMd9/ewNzCS0N1x3dzi9/hocX3kZ8rQ0hn0pvX0bdI3+4HCJ2B4+fSMgCAqGIKgbBN26gWOr3581KsQVPTyscT27sY2Zifc7uI2pVKmxcFOCTgCdz2FhXA83TAxzh6edELUKFc7fL8HWCxlIKWC2xVix/xY6OVhicBfTPT89bIVYP7cn5sVeQqXUuMrxC2mlOHAzD6NDXDVjyfkS8rtNeKxo9yA6gCkAHAFsqjc+AYCmaSlFUcsAHAXwAoAOKWNkDBxbW/D8/SC/1xBoKd+1E44vvdSideRZWag+d44xJuzVs1X2SGgZo4Jd8OnftyBX1VWDZ5TU4PS9YgxsA4djlUyJP6/kMMYmhLkbmE1obyiKAs/LCzwvL1iNGgUAoGkayqIinLmRheW7r4JFqyFnc+FgL8au958GR9Ay+dTJER744uAdyJUNfW0yS2vgY8Ke4KZCoVIj9mw6Y6yHhzU2L4iElcBwVqOnnRA/Tg+Dy34B1p1J04xfSi8z6Uvh208FwlbIw+p/kzXPg6aoUagxdU08lo3pikGBdYbxieRCrNx/G5JG0kc2Qi5GBbsaWoZAIBD7Ui82kyeh8u+/NceSI0dQsm497ObNBfVAno9WqVDy2++oPnlK69opbbpXQtPE9PZiBL+uZZXj7L1ikygf7bmWi9yKhlYwAi4Lkwy0HiGYD4ZsTFV5OWiZDH9fTMPqwylQsDmQsblw83DGodcHGKUwQFEUZvXxxju7b2jGjt0p7PBBdKlCxUg8BQAhj43l44IwMcwdHHaDjOnTPdzw9lOB2BKfgVUH70D5oIxOqabx8b4kHDby7/JhseRzsGl+b/xxIRMbz6UjtbiacT7U0wa+jpaM98KDiflIyDiOwYGOKJLIcDKFWf1HIBCMgtiYzWDRowfs5s1DaWyszjmWSATXFSvaYVcEY/CwFWJggCNOJBdpxtaeTsVP08NNcr/beZU6BRIzIr0NzCaYCxSbDb6/P/j+/rAePx4AQKvVUFVUgJbL8fxvZ5FYUA05mwsph4f3J4ejf5SP0evP6OON67sabMwTyYUdPoj+z408HTXNQYGO+N8zPeAgYvp4A5zFmB3ljX3Xc7F09w1NSy2aBj7bfwuDAh1NamNGeNvhn5ej8c2RZBy4ma/jywxwFkGuVGsUTwHgxa1XMCDAEZGd7JBSIMH+G3ka2xgAxAIOxvUgsQlCx8UcguhDHvz/kJ5zpwDUAOhLURSfpmmZkWu6URT1PAB7ACUAztM0faOZa9oV26nTULBypea4fNt22C9YAFYzPe0aU7ZlCxrrFQuCgiAIDm7VfRKMw17Ex5jurvjraoPT4oejdxHt72Dy6t/YM2mMPiOOYj5GdHMx6T0JrQtFUeA6OaHYRoZ064ZAac9ubi0OoAOAlYCLAGcREnMaKo/KauTwQccLoh9OKkCRpOGrwILLxm+zezYZQK+Hoih8MLorbmSX41J6g6zQlvgMkwXRKYrCwgG+mBjujh0JWfjrSg4ySmugUtNwEvMxopszAGDj+YYMzbTiaszfmAA+hwWKAqMHbT1zonw0VUQEAkEvxL7UgzAyUidxs3D1apRt2wbxkMGg1TSqjh2DIoeZjMfv1lWnRzqhfenkYIkBAY44ldLg5Fy6+wb+fW0ALPmt94pXWCnFin+YQcUJoe5Ejq+DQlGUpvInx1KCPFGDlPeAFjrkogOYCRvFVcY+Ss2XAzfzGL3EuWwKG+b1Ru9OdnrnC7hsLIj2hbuNBUN69G5hFeJTSxFl4oob7gPFqdlR3kjMqUROeQ1YFAVfR0v4O4lRI1fiSkYZw8lZJJFhh5a6EYFAaBHExjQCp3feBtfTA6Xr1tfZlRwOLPv0gfN774Lv59fe2yM0waw+3owg+v4beZgYWoBhD3wXrYVCpcY7u5gf81BPGx1JeULHgGKxNDZmMscGhZYNvsuWJvlGd9a2MeUGZnYctKuy+/ja4bfZPcFl6+8zT1EUxj9455obe0kzfr+oGudTS9DXz7QtY73shfi/aWFYNlaG03eLUFIlB5/DQpC7NcI8bXA+tQQzf7/ASMY8lVLEeDdtzCtDOsOCR3yYhI6LOQTR65urpGifoGlaSVFUGoAgAL4Abhu55vAH/2mgKOoEgDk0TRvVGI6iqMsGTnUxcg8twnrCeBR++61G+kRZVIT8jz6G6xefayqDmqLq9BmUbtnKGLOdHkN6FbYy/d37Y6DHQNwrv9fs3Jl9vBlB9ISMMmw8n455/UzXvyQ5X4LvjzH7a0/r5Qkep/nPEMH8kCqZwdNHMTgstAKu+gKz5si9wirsu56L7NIaVEoVuJLJ7KkzOcIdTlbG9+llsSgsHuiHS+maogHsu56LD8Z0hY1QvyR+a+Ag4uPFQf54cZCuHLJCVZfBeVLL2JQp9f8bRXd2wJIhRFaZQGgGs7QvH1zTpjam1r3humIFMufMBS1vcEYosrJQunGT/msEArgu/5TYlCZmdtBsHEw7CDWM/35+dag/Tt8t0uTQZpfV4qO9SfjfM91b5d9LoVLjzZ3XGT3x+BwWnh9InN+PA1KlinEs4rcsMUKklazRUWzLptB2cM7s420wgN6YUSGuGBnkgkNJ+ZqxLfEZJg+i10NRFEI8rBGi1cJLyONg43O9Mf23C8gprzV4vd1TS9DT2wYTwzw6bLsnAqENITamEVAUBbvp02E3fTrUtbWguFxQHHNwQT95vBz2Mk6+dFJzbC9o+rtpUKATuriIcSe/oW3Q+3/dRKiXjU7F7KPw0/F7mrYw9bwwiNiYjwMyHRuzZb/72gnBUoXKwMyOQVJuBS5r9QdfOTHEYAC9MYMCnTAmxJXRmnJLfIbJg+j1OIj4mBimq0DW188BX0wKwXt/3mxW1WhmHy8siDZtL3cCwdSYgwVT/6ZXYeB8/bgxZYI1AFYA2AOgXt+wO4BPAAwGcJSiqFCapqv1X95+sMViWI8fh/K4BsWnir17QSsUcFn+Cdhisd7raJpGxZ69yP/4Y0DV8KXCtrGB1ejRJt83wTDhXjYYFMiUQfry0B0MCHCEn6Oo1e8nVajw9q7rUKgavr3sLHkmDdoTTIuVgPmILpI8fPalduamWGAOj3/9KFVq/He7AJvOZ+Dc/ab7PFbWKnG3QILOzvqfkfoYFOgEdxsLjTNRplTj7L0SjOnePvLoXDYLa2ZF4L0/bzISb/QxrocbvprS3Shjm0B4wiH2pQGEYWHw+PEHZL/2usG+dfWwLC3h8cP3sAghykbmSIS3Heb29WG0Odl9JRtWFhx8NLbbIwXSFSo1Xtt+TUdi860RgejUAdvBEHQRa6n45JQ3/TzQRjsoa862pT6KJDIcuJmHrNIaVMmUUKppHZnN2S2QHp3T14cRRP83KR+1clW7V91421ti35J++O7oXey+nI1qOdMR7e8kwqIV7+CZnh4kWYpAMA5iY7YQloVFe2/hicdvZENw2lvctFw6m0Vh9ZQemPDzWageRMcKJTLMWX8RWxdEtkrxwbaLmfi//5gFQGNCXPFUEFHRfBwQC7gMH2RueS2cW1D8ktuBbUyZUoWDN/Nx5HYBiiplqFWoUFLNFCXp7+/QorjArChvRhD9cFIBpApVu6tTTu3lBXcbIb769w5uZOt+JXrYWuDFQf6I6e1JbExCh6dVnkIURaUDaEnTkq00Tc80dvkH/2+2WxdN04UAPtIaPkVR1AgAZwBEAlgA4Dsj1orQu5m6zE6TNINxfOUVVJ89B0VmQ6Jp5YEDqDpxAtYTxsPmmWfADwwEKAqqsjJU7j+Asrg4yFNTmQtRFFxWfEoM1XaGoih8MSkEI745pellLFWoMXvdRexYHAV3m9b791Go1Hg57qrOl9an44NgZ2m66lqCadE2Ms/fL4ZEqtBxejbH3QIJ0rT6JLbEgG1LsstqsHDTZdzOq2x+MuqqyPddz8XzA3yxdGQXo6pn2CwK/f0dsD0hSzNWJJE2cYXpEXDZ+HZqKOb09cGW+AwcuJmHmgdOTiGPjVHBrpjZxwthXrbtuk8CoS15HO3LB+u1uY2pjWjAAHTatQsla35F5YGDoBUKxnmKz4fV6NFwWPw8eN6kL6E58/ZTgTh+p5Ah1xx7Nh3ZZbX4fGIIHMUtrxjKLKnBW7uu42JaKWM83MsGz/UnyZmPCz72zGSIQ4n5WD4u2Oig795ruU2uZ65cSi/FpvMZOJSYx0g+1sbdxgJedkKj1+3jawdbIRdlNXXPU6WaRpFEBi9749cwFfYiPj4dH4x3RnbB6ZQiFFRKweWw0MXFCuFeNsSxSXjiIDYmgdA0IR7WeHGQH3441qDCmZRbiWfXnMfPM8Lh72R8EUNjlCo1fjp+H9/+xxRysLPkYfn4oEfaM8F88LITMnyQ+67ntsiXtU/LxvS2M38bs0giw/qzadhxKQsl1U0XQIn47BYlWkZ20m9jerbATjUV/Ts7oH/n/rieVY4z94pRVi2HkM9BuJcNojs7gk0UjgiPCa2VynMfQEsiEI2fhvVRP0NNT6y05rWYB5JKv6POAB0AIw3QtoZjawuvtWuQPmMmVCUN1ZfqmhqU/RGHsj/i6ga4XEDL2dkY5/feg9Xw4QbPE9oOV2sLfDi2G97Z3dDnJ6e8Fs/+eh6x83ohoAXVs4aQSBV4dds1HLtTyBgfHeKCsd3dHnl9QvsR4W0LJzEfhQ96gFfLVdhzNQezWlAVA9RJ/TSmt4/dQznVTc2d/ErMWneR0fPcWNacSkVWWQ2+mxZmVJW2jSUzEUG7Kqe9CPW0QainDb6c3F0jn2ttwSWGJ+FJhdiXJoTv2wluX34Jp6VLUXX8BJSFBQAAjrMLRIMHaXraEcwbIY+D3+f0wrNrzjN6OR+5VYCE9FIsHdkFE8LcjapUkEgV2HYxC9/+l6JJ5KrHy06IX2dGkO+jx4hBgY6ws+RpPjeVUiX+vJqNGZHNx5Vq5Epsu8hUGJ4U7m6SfbYWcqUaH/x1EzsvG9cPPKe8FtPWnsevMyNgb4R8LUVRcBTzNQ5OAKh6kEhtLoj4HIwKaR/lJQLBzCA2JoHQDC8P6YxrWeUMVaKUgiqM/v4MXh8WgAXRnVqkkJecL8Hbu67rFP/w2Cz8EBPWqlLxhPZlYpg7o13hrsvZeGN4gFEFQVKFCtsuZTHGJpq5jXklswwLNiYw3sWa4lBSAVJ/OoPYeb2NKrCjKAoOIvO2MXt42qCHpzECLARCx6RVgug0TQ99hMuTAfQEEACA0b+HoigOgE4AlGiQNnpY6p/eZp2+xPPxgc+2OGQtXAR5err+SYYC6BwOXFesgM3ECSbbH6HlPNPTA5fSSxkOm5zyWoz9oc7wXBjdCZyHlGY+lVKEd3ffQG4F8/3P30mElRNCHmnfTVElU+LAzTwk50tQUasATQNWFhx0dhJjTIgrrIUtq5Qm6IfLZiGmtxe+O9ogc7X2dComhXvo9AgyRE55LXYkMJ2FM6PMr6owt7wWc9brD6D39LbFmO6uYLMofLQ3yeAaB27mQ8xPxKrJIc1W1EikTINT2M5Sm9qwWRRRkSA88RD7sm3g2NnBZvKk9t4G4RHwdxJhy/xIzF5/gSGdWFajwLt/3sSqQ3cwJdwDfXztEeJhrVGjoWka2WW1SMqtwOm7xdhzNUdvUpmPvRCb50fCyUxVbAgPh4DLxrM9PfHryfuasVUH76Cntx0CXQwn+qrUNJbuvslw5IkFHIwPNV8Hp1ypxqLNCYw2W8ZwKb0MU349jx3PRzWbgErTNEqrme/plnzzsi8JBEIdxMYkEJqHx6lrO/fchkuIT21QJ5Ir1fjy0B3Enk1DTG8vTInwgIethV4fjFShwtl7xdh0PoMRVNXcg83CTzPC0c+/bfo7E9qGUSEuWPEPT1ORLZEqsWxPIr59NrRJ9UiaprH87yRGMFrM52B8qPkWiF1ILcHs9RchU6pbdF1KQRUm/3wOu1/sa1QgvbHdDQCWvI4jcU8gPA6Yw2/cMQAzAIwEEKd1bgAAIYBTNE23vDSRSZ8H/39UQ9bk8Dw94bNzB0pjY1G2cydURcVNX8DhQDx8GOwXLIBFEJG/MTfqZd1r5CpGD5N6w/PAzTwsGuCLp4JcwOM0H0ynaRpXs8oRezYdf1/P1TnvbS/ElvmRsDVBAC45X4It8Rn484puP716Pv0nCeN7uGNWlDeC3Q0lZxOMJaa3F348fk/TiyqrtBYvbL2CNTMjmpX+KZLI8FzsJdQqGv6tHEQ8jDSzPlM0TeOVbVdRUMl8zEfbAq/4c9DVUQmKWwSZg4uO1p2dkIvSRsbk9oQs9OpkhykRHk3eL16r1zoJWLeM8ho5DicVIL9SCldrAUYEucDagiTPEMwKYl8Snii6uVlh9wt98cq2a7iexezrXF6jwO9n0vD7mTQAdYljPA4LUoUKUkXTDp/ozg745tnQNlOwUajUOJVShDv5ElTWKjRJZX39HNDNzar5BQgtYkakF347naqxMyVSJZ759RyWjemGcaFuOgoGt/Mq8fmB24yqNACY2tOz3Xt/N8V7cZdwIln3ndpHzMaoTmK4eTgiQ6LE76fTdOakFVdj/sZL2PF8VJOKDtezK1Bc1fCVwqJAquoIhMcTYmMSnhiEPA42zOuNN3dex/4beYxzhRIZvjt6F98dvQsHER8h7lZwtbEAm6JQLVfiTp4EKQUSKNX6OxvYWfLwQ0xYmwXQb2ZXYM+1HGSV1qBKpoSAy4ajiI+hXZ0wpIvTQxc3EXThc9iY1tsTPx1vSNTcey0XcqUay8cF6U3MLa6S4bN/bmGPlpT7lJ4eEJppwDi9uAqLNl7SCaCLuRQmdLLEQD872Hm54tfT6Th8q0Dn+vxKKebFXsSel/o1+TNezyrXtTHFxIdJILQl5vAU2gXgSwDTKIr6gabpBACgKEoA4LMHc35pfAFFUdYAXAFU0DSd12g8EsBVmqblWvOHAHj9weEWk/wUDwFN04BaDYqt+zLOFovh+MorcFi8GJKjR1G2YwekN25CXV3XU4Ti8cB1d4fV02NhM2UKuE5Obb39J5K7ZXeRUpaC0tq6LEw+xzjHCIfNwnfTQiEWcHRkaW7mVODluKtwFPPxdHc3hHrZIMTdGt52Qk2GXpFEhsScCtzMqcC/SflIytXfL7qrqxU2PtcLTuLWrRSSK9X4aG+izt71IVWosT0hC9sTsjC2uytWT+lh1k41c8fFWoCJYe7Y1UjJ4FRKESb/cg5LR3VBtL+DTianXKnGwcQ8fHnwjo5Kwfz+vkYla5gSmqahLCyENCkJ0sQkJNzJRYJVf8acMann8OKNv8ACjcafusAhryPZqqHSaXgnMc7m1iK7rFYz9tupVEwOdzdYjX7+fglSG/Vn4rAoRPnZt84P9wRw/E4hXom7Ckkj+ajP9t/GzySDnGBePLH2JaFjcj73PAprCzUdVC25LS8887a3xO7FUfjtdBq+PZICuUp/gLxGrtKRa9dGzOdg2diueLanZ5v0Sy6slOKPi5mIu5ipk1RXT7iXDWZFeWN0iCv4HGJbtgaedkK8OSIAXx1K1oxVSpV4Z/cNrDp0B6NDXOBlJ0S1rK6SLCGjTGcNX0dLvDykc1tuu0mURUWoTUyENOkWpElJuJBVid3BMYw5LtUlWHJ9N8ILU+qaF7NYiPLthBNBs3CPEumseSO7ApvOp2PRAD+D9910Pp1xPCjQyWjlqPbm8mVGMS0iIvS2VW4TKqUK7L+Rh2KJDL062SGykx3p2U4wN4iNSehQHMs6htTERrkY1gAGGn+9gMvGjzFhGNHNGR/vS0J5ja46anGVDMdboPYyKtgFKyYEmzzZTKlSY8+1XGyOz9BJMq1ne0IW3KwFmB7phZl9vGEjJMHJ1mDRAD8cuJnP6I1+MDEfR24VYGSwC0YEucBBxENZtQJHbuXjwM18nXcXdxsLLBns39Zb1wtN01Dm5qI2KanOxkxMxMd0ACqcmMWMU+4ex4w7RyBQ1T3WKYEA47v3w2G3UXrXTSmowsZzGXhhUFM2JrNF58AAR7NNLCAQHlcomtafEdamm6CoCagzRKUAtgEoBTAOQOCD8WfpRhulKGougFgAG2mantto/ASAIAAnANRHnLoDGPLgzx/SNF1v1D7sXi+Hh4eHa79oGgOtUEBy7DjKd+6ENDERqspKQK0Gy9ISXC8vWD/9NKwnTmiyByWtVIJWqcDik6z29uBMzhm8e/pdyJR1zj0RT4S1w9eis61xjiOaprHveq5Bw7MxFFUnbaRU05rqEEOwKGBhtC9eHx5gVM/LllAtU2LhpgSc06rcNZZQTxtsmNeLGKKPQLVMialrzyMxRzd5wsdeiPGh7vCyE0JF07hbIMFfV3MZWYr1PBXkjJ9ntF8/U1VFBSr27EHZtu2QpzVU+qyOiMExzwZnXXBxKlad+QVs6H7uj3j2xDcR0zTHloparLy7F290mwo1Gn6u7Yv6INJXNzBO0zTmbbjEkPMc290VP04Pf+Sf70ngXqEEY74/o1eqypLHxoFXo+FtTxQHnyDM2qvdkezLB/d5aBuT0PHZlLQJP1z9QXNsb2GP/RP3g816OLsuq7QGm+MzsCMhq1mbszFOYj6mR3pheqRXqydlGmL35Wx8sOdms1Xx9fg6WOK3OT3h56gb7CS0HJqm8cm+JGzUctAZg6u1ANsXRcHLXmiCnRmPsqQE5bv/RPmuXVBkMnu1r+w1C2fce2iOXaqL8c2pH2Erq9JZ54BPH/wQOkXvPTztLHDyrcF6ZUjP3SvGjHUX0Ni1Eju3FwZ36RiJ7tpB6vbyEaUWVWHa2ngUNmrvFNPbE59PbL5VE+Gxw6z/wYmNSehIvHniTXwz+BvG2MM+54skMnx/9G6T6pRN0cPDGi8M8sNTQS4mf66XVcuxaHMCLqXrJgAawlHMx/o5vRDiQVQ1W4P04mpM+fW8Xv9kc9gIudjxfBQCnA23GGoL5FlZKNu2DRX79jGUgkv5Ysx+ahlUjd7VZt7+FzOSj+isQQNYMuh1pNrob33kYWuBk28P1uurvZJZhim/nEPjsMD6uT0xpIvzw/9QTyj5FVJsjk9HrVyNmN6e6NzOny1Cu/FQXz5mkbZC0/QeiqIGAvgAwGQAAgD3ALwB4Hva+G/3zQAmAugFYBQALoACADsA/EjT9OnW3rsxqKqqULphI8p37ICysFDnvLq6GrLbt1F4+zaK9xJL6wAAIABJREFUvvsOVqNHw37BfPD9dLOQKA4HFMcs/tkIDwFFURgf6o4oP3t8vDcJBxPzDc6laRjVU6WzkwhfTumOcC/DyRcPi1KlxpI/rugNoDuK+ZgQ6gY/RxEoCkgrrsG+azk6lc/XssqxcFMCNs+PbPUA/5OCJZ+D9XN7Yfa6i7iTL2GcSy+pYfRMN0R0Zwf839Swdgmg1yYloSwuDpX/7ActZX4+ynmWOOXWgzE2LeU/vQF0ABiQcw2/hTwNCa8uUFvNtcBGhzBE5ibhvFuwZt7m+Ay9QfRfTt7X6Yc5q4/59Yg3V2LPpht8LlXLVdh8PgPLxnZr410RCPp53O1LAqEpPO2EeH90V7wxPAD/JuUjIb0MN3MqcCuvEvJGz3Ehj40gNysEu1ujj689hnRxArcN5Sx/O5WKlQdut+ia1OJqTP7lHLYuiESQG3FyPioUReGTB9KaXx9ORjO5uxpC3K3x2+yecLFum2QLbWiaRu3Vqyj7Iw6V//4LKHSTRUoEVjjnGswYe+XqLr0BdAAYnHUF64LGoIar25syq7QWxy4kY1hUF82YWl2XIP3enzcZAXRPOwsMCHB8yJ/syWXFP7cYAXQAiLuYhdEhrojuTP4+CeYDsTEJTyqOYj5WTAjGOyMDsedqDvZey0VibkWTiZAethbo5+eA6ZFe6OFp0yb7LK2W45lfz+F+UXXzkxtRJJFh6trz2Dy/NyK87Uy0uycHHwdL/PViX8yNvdiifwsvOyE2zOsF33ZKmKVVKlSdOoWyuDhUnz4D6HmkH/KJZATQPSSFmK4ngA7URezGpp3D92HP6D2fXVaL49czMSyM6Zs8d78YL269wrDNPWwtMDCgYyRpmhMypQrzNlzC8wN8IRZw8Mq2a1g/tydcrZvvR08gAGYSRAcAmqbPAhht5NwNADboGV8HYF2rbuwRkWdkIHPRIigyMpufDICWyVDx11+o3L8fbqtXw+qpESbeIaE9cBIL8MvMCKQU1PcYz0FVI2nk5qAoYGgXJ8zs440BnR31VkS0Bj8ev6cjyeRha4GlI7tgZLCLjpP1rREBOHanEKsO3UFqIwPpUnoZVh28g0/GMWVuCMbjJBZgx+IovLbtGo7d0U3GaYqZfbzw8dNBreoUp2ka1XIV+ByWwXUlR4+ieO1aSK/fMLjOJeeuULIbvorc5JXo39kR7GAPUDweaIUCtFQKVZUEspS74NfWYnTaeWwPHKa55qpTILwqmP25Dl/LQqllNmzHPQ2KolBRo8A3R5J1qqy6uVqhdyfycmQsdwv0O53rSSls+jyB0NY8rvYlgWAsAi4b40PdMT60rvJBpaZRI1dCoaLB47Ag5LJNZkc2x95rOXoD6EIeGyODXeDnKIJCpcbFtFKdhM7yGgXmxV7C3iX9iPOjFaAoCi8N9seoYBdsvZCJnQlZqJTqfzfp62ePWX28Mbybc7v0D6VpGhV796I0dgNkyclNzj3pHgp1Iwenj7wc/QIcQXVzBS2Tg5bJoCwr1byrW6jkmHvrIH7uMUnveqs2noA0bivE48bjFscW2y9lIr2kRmfeB6O7tZvyU0em/vc82N0KLw3yxwtbrwCoa8VEgugEc4PYmIQnGbGAi1lRPpgV5QOlSo17RVW4kydBlUwJlZoGn8OCm40FQtytYWvZtqqUCpUaCzcl6A3aDgxwxJjurnCxEkAiVeJUShH2Xs9hJAHUyFVYsDEBe1/q3+5KO48DnnZC/PNyNOIuZmLLhQyGr1gbb3shZkZ6IybSC6J2aImjlstRtnkzyrb+AUVubpNzj3sw1SwnKTJgGdUHFEVBLZeDlsqgyM+Hqriuen1o1mXs8YtGppWL3vXW/Pgn/DwqIZw7H5er2Nh6IQNn7+kWtL39VCCxMR+CC6mliOxkhwlhde/EuRVSHLyZj+f6d2rnnRE6CmYTRH8ckaWmIWPmTKhKS1t8LS2XI+e116BeuRI2kyaaYHcEcyDAWYxPxwfjnZFdcDK5CDdyypGYU4HEnEpU1DZUU/A4LHRxESPY3Roh7taI7uwAD1vTGnO1chXWn0ljjAW5WWHz/EjYGTCCOWwWRgS5oI+fPeZvuMSQTYq7mInXhnUmsu6PgJWAi3VzeuJKZhk2n8/Q2zOoHhGfg8nh7pjZx7vVJGrSi6ux9ULdffMrpZo2A2IBB7197DCjjxcGBjiBLi9D/ooVkBw8ZHgxLhcW3bqhNiAaaFQ4NGJQd/iMi9F7Ca1SQZ6WhtdvJCHxcjWSVA2y4ZnWroy5chYHp7/4P6gPxeNc33H4O6VMJztaLODg26mhRB6yBQj5TatJWPKI2gSB0J4oy8pQffo0FAUFoCgKHFdXiAYOBFtEZK8JdbBZFMQCbntvAxKpAsv2JDLGeGwW3hgRgBmRXjp7vF9Uha8PJ+PAzQYVp0KJDCv33yYtWVoRX0cRPhzbDW+NCMSR2wVILapCZa0SfC4LDiI+BgY4wt+p/Z4n8uwc5C1bhpr4eINzKC4X/C5dIAgOQoUoFGiUDzxpTG94D52hc41KIoH01m1Ik5IwPSkJ+YXX8KdTqM68ezaeWAJP4L8C1BWL6vL+6LpkY0LLsbPkIa9CirSiasSeS2eMEwgEAsE84bBZ6OJihS4uVu29FQDAjoQsXM5gSrj39rHDl1O6o5MDs/XcmO6ueH9MV3xzmFlwUVajwKpDt/HzjAgQHh0LHhvP9e+Eef18cP5+Cf65mYf8CimqpEpY8tlwthJgVIgrov0dTJbcWytXobRGDqlCBSsBF3aWPEYwuvbmTeS+9x7k9+4bXIOysICgWzcIgoJQIHFEYwHNOd+8B3uRbutdRUEhpElJkCYm4n+3E7FYLkIpT9eWvuQYgMEyAGuuG7z/ksH+msRoQstwt7VAcr4ENE2DoijcyavEQKIaRWgBJIhuIpSlpchatEgngE4JhbAe9zRsJk+BIDAA4HCgzM9Hxf79KN+2HYqcnIbJNI28jz4Cx9kJon792vgnILQlIj4HY7q7Ykz3hkCgSk1DplSBy2aBw6LaPND39/VcRgWKmM9B7NxeRjkxrARc/Da7J4Z9c0rT+0amVGPX5WwsiPY12Z6fBCiKQoS3HSK87fDhWBn+vp6L1OJqVNQqwKYoWFlw0c3NCmNCXGHZSpmb5+4X49eTqTiVUqT3vESqxNE7hTh6pxDjKm5jfsIu8CQVeudy3Fxh++xU2EyZDI6DA3DoDnCiwUi1b+LzRbHZ4Pv7w8XfHxtHyDBtbTzuNVH5/Oqg1+r+kKSbvWnBZWPNrAgEupAeOC1haBcnHTl8xvmupC8TgdAeyFLTULJmDSoPHgQtlzPOsYRCWI0fB4dFi8B1dTWwAoHQtuy5mgNJIzuTy6YQO68X+vk76J3v5yjCT9PDsfzvW9jQKLh2KDEfBZVSOFu1j6T444oFj41xPdza7H4lVTLsSMjGgZt5yKuoRbVMBUs+G67WFhjT3RXPRHiA9c9fKPxqNdQ1upXfAMD19oLttBjYTJwAtk2dXKxi+zWgqOH92tWA9DxbLIZlZG9YRvYGAHxN03DdEY+frhqfDM+igOXjg0mboEdgTl8frDp4B9VyFS6m1f3dWwk4xGFMIBAIBKOgaRqbtdQH+/jaYeNzvcHn6E/4t7bgYvn4YFhbcPH9sXua8X+TCpBfIW23tjWPIxRFoa+/A/oasPdbG7lSjcO38rH5fAYuppcyVNnFAg4mhLpjZoQrbHduQsm6dYBKpXcdQUgIbGNiYDV6FFgCAWRKFRTLGoqG2CzKoK+c6+wErrMTxEMGwxHArqIqzPn1NLKqm2/f2pg3hgfg5SH+LbqG0ICfowi9fGwx9oczsOCy4WknxJAuRBafYDwkiG4iCr/5BorsbMaY1ZgxcPn4I7CtmNl5XDc3OCxcCPvnnkPZtm0o+GIVoHzgVFIqkff+B/A/chgUj2RgP0mwWRSEvPb5FaVpGpvi0xlj0/t4wakFDkobIQ/z+vlg9b8NMotb4jPwXL9O7SYb+rhhL+Jjbj/TSc/QNI1fTt7HV4ealsoEAGtZFV648RcG5ujPmrSMjoZtTAxEAweAYje8vAi0XmSq5fqNVm0cRHzsWhyFRZsva5xsxuIg4mP93J7o7tE2/bgeJ6b19sKBm/k4n6qbmDAo0BETw4iTk0BoayQnTiDn9TdA19bqPa+uqUF53DZIDhyExy+/QBge1sY7JBCY0DSNzfFMB+fCaF+DAfR6KIrCh2O74VRKEVKL66QglWoa2y5m4dVhnU22X4LpyCqtwbdHUvDPjTwddaVahQrFVXIUpKTBZtlO9Ci6q7sAiwXR4MGwjYmBZd8oUCymvLyAy7QzJQYk6rWhKApvT42Ck2c6Pt6X1ORcjkqJYcJqvDh3OLp3IhUtj8KiaF+o1DTWn0lDSbUcEd62WD4uCI5i3couAoFAIBC0Scgow518ieaYRQGrp/QwGEBvzOvDA7D/Zp5GBl6lphF3MROvDw8w2X4JpoGmaWw4l46fT9xHkUSmd45EqsSFg6fRb+V2qCW66kIUnw+rMWNgGzMNFiEhjHNcFgssCppe5XVFcGodu1Mfvo4i/P3mULz/ZyIOJOY1Oz9UpMYrk3tjCClYeWTeGBGI5/p3glylhpOYJMcQWgYJopsAZVkZKv/+hzFmPWkSXFd+1mQ1McVmw27GDHAcHJHz6qsN6xUUQHL0KKxGjTLZngmExmSX1SIxp1JzTFHAjN4tr6qY2ssT//dfChSqOssivaQGt/IqEexu3Wp7JZiOVYfuYM3JVIPnBVwWpAo1Opdl4ZP49bCTSXTmcLp2g+eqzyEIDNS7hp2ImRyUkG58QNxGyEPcwj7Ydz0Hv51Kxa083fs3xrGmDKPzrmLRy1PgTgLoDwWXzULsvF74v//uYtflbBRXyeBsxcfUnp5YMqQz6c1EILQxNZcvI+flV0ArFM3OVVVUIGvRIvjE/QF+ZxJwJLQfiTmVSCloUJJhsyjMjvIx6lo2i8Kcvj6MwObuK9kkiN4BSUgvxYJNCSivMfz86pV/G+8mbIFQqesAFUb1gevy5eB5eRm83kkr+Ho8ubBFvQ8LJVLGsS0PcCnJBSWXQSyvQVBJGoZnJsBGXgX+tR1QrF0DrjNxcj4sLBaFlwb748VBflCpaXDYrOYvIhAIbQqtUAAcDmmJRjBL/rySwzge1tUZnnbGtcKkqDob86O9DTbmn1ezSRC9g6FQqfHu7pvYfSW7yXnj7p/GosS/waZ1K8KtJ02C09tvgWNrq/daFouCg4iPwkYB+hPJhRgZbJzqm42QB19HZmsBLmjQahW4KiWs5dUIL0zBmLRz8K3Mg7hwBNSrvwKLT5IKHxXSYpbwsJAgugmo+GsPaFnDg5Tj6grXTz422si0emoEqp+ZgvKduzRjZX/EkSA6oc3Iq2A6jLq6WMHLvuU92B1EfPT0tmNUreZXSEkQvQOwOT5DbwC9h6cNZvXxxshgF4j4HFRduIjMFz4CJWNKayooNrZ2GYH7Qydgq59hyaEoXzvGcUJGGZLzJUbLrLNZFCaGeeBGdgUjiM7nsGBPKWBRUgAXSTGGZl1G74LbYNNqSJb8B8n/fQvxkCFG3YPARMBl491RXfDuqC5QqWkSOCcQ2glarUbeB8t0Auhcd3eIBg0CrVKi6ugxKIsaWjCoq6qQt3w5fLZsaevtEggaUouZrViifO1bJJU5MdydEUTPLK2BUqUmAbcOxLWscsxcdwFShWEpy4HZV/HW5ThwtJybtRw+uC+9Cq/Fc5t9vx7ezRnfHW2oYD99txhpxdU6PVH1IVeqsf1SFmPsrTHBmNY1GgVffomK3X8yzsmSk5ExfQa8Ytc3GdgnNA9FUeCwiX1JIJgLNE2jfNs2lMRugCIzE5RAAFF0fzgtXQqeh0d7b49A0JBRUs04bmk7kAlh7owgelZpLfF5dCBomm4ygO4g4sGSx8ag83sx7fZhnfPFFtaweHcZuk4d2+y9hnZ1QtzFBjtxS3ym0UF0uVKNbVo25kcTQjDVjULe+x+gJiGBcU5y+DCyKivh8eOPYIuat2EJBELrQzwNrQxN0yjbvo0xZjs9psVS7HazZzOOay5dguzePQOzCYTWRSJlOuQfRUJP+9pKafPVcoT2pUgiw2f/3GKMWQk4iJ3XC3tf6ocpER51AfTTZ5C9aBEord6UKTYeeHnwa9geOBQJ2RKdnlSN8XcSI7ITM5C+/kxai/ZbUaPArgSmkfzVlO44t2IcDr77FD7HbUTlJ2kyTGm5HNkvv4KKf/a36D4EXcjLJIHQflSfPQt5ejpjzOmdd+B3+F+4fLgMrp98Av9jR2G/cAFjTm3CZUjv3GnDnRIITLQltT1sLVp0vZWACzGfmQteJTNOppvQ/pRUybBg4yWdALqnnQXeH90FJ98ehPjQGrx7+Q+dAPpVx85YPPhNzCvxQFkTFez1BLtbI9STqT70yb4kqNS0gSsa+O5oCoqr5JpjMb+udybbygpuK1fCc+0acLSqzhU5OUifMQOy+/ebXZ9AIBA6CoWrViF/+adQZGYCAGipFJIj/yF9yjM6tiiB0J5o+xvdH8LGtOQxJbmJjdlx2HguXSeAzuewMDvKG4dfH4BLHwzDDtVFvQH0w169sHjwW5h/h2dQAr4xM/sw1VrP3CvGieRCo/b52+lUFFc13EPE52BimDt4Xl7w2rQRzh98AMqC+dmtiY9H5nPPQSVpWoGTQCCYBhJEb2WUBQVQZGQ2DLDZsJk8ucXr8Dt3hkVEBGOs5tKlR90egWAU2v2CahXG9anWh/a1xvSIIbQvOxKyIFM2OC0tuGxsXdAHgwOdNGM1CQnIfvllhuoGAFjPnYftcz9BhlVDBubm+Ayom3BWzopiGp/bE7Kw73quUXtVqNR4dftVSBq92Nhb8jAy2AUA6ozQjRvg+MYbzAtVKuQuXQrJseNG3YdAIBDMjfJduxnH4lEjYf/cPFDshu9ZisuF4xtvwKJnRJPXEghtibYt2FLnpFpNo1rOvIbYlx2HjefSGcFpAHhliD9OvDUYiwb4wfbCSZQt/xigG2xHmqKwJngc3u+7CIWWdiiukmPT+XSj7jdLy8l5MqUIS/64ggoDQXiFSo2vDyfjp+PMQPjkCA9YNkreEA0YAN+/90GkpWykKipG5nPzIc9mSsoSCARCR6QmIQGlGzfpPacqL0feJ8vbeEcEgmEEWr7M6oeyMZk+TD6HhE46AgqVGj+fYNpunnYWOPTaAHw6PhgBzmIUff89SjduZMxR8QX4JHIevg2fimqeBSpqFdgcb7gQqJ4gN2uEezETNV/aegWnUooMXFHHxnPp+N/hZMbYpHB3iB7YmBSLBbtZM+G75y/w/P0Y86Q3biBr8QtQ19Y2uz8CgdC6kG+CVkZVVsY45nXyAcfOTv/kZhCGhzGOlVprEwimwtaSyzi+nVsJ6UME0pUqNa5nlTPGbIRcA7MJ5oBKTeOPC5mMsVeHdUaIR4MEv/TWLWQtfgG0lCn77/jmG3B79x18Oz0CvEaSqhklNTh9r9jgPUd0c4Grlozra9uu4vfTqVCoDMt85lXUYm7sRZxIZhqp0yO9GIkgFIsFh0UL4bLiU6Cx7KdKhZzXXkP1hYsG70EgEAjmiiyZ+fJt++yzeudRFKVzTvtaAqEtcRAxFbriU0sgVxr+vtfm3P0SNM7NE/E5JIjeQZAr1YjTkq+c378T3hgRCDaLQtWpU8h5ZykjgA42G+5ffQWb2bMZdlzcxcwm7cR6nu7hhiA3K8bYwcR89F11FMv23ER8agkySqpxPasc3xxJQb9Vx/DDMaYCnI2Qi+cH+uqszbaygsf338F6/DjGuLKgAJnzn2O00yAQCISOiOTIkSbP18THQ1VZ2Ua7IRCaxkHEVMI804QfSh/xjVpRAsTG7EgcTipg9CjncVjYOK+3poVPyfpYlPzyK+MalpUV/DbGIiKGacfFXcw06t3k9eEBDBdjtVyF2esvYm7sRRy9XaBRPqqVq7AzIQtP/3AGH+9LYpi5Ij4HC6N1bUyetze8N2+GICSEMV57+TKyX3kVtFyucw2BQDAdJIjeyqhrmUEllvDhe1WwhMwe1DTJNCK0Ef5OIkawWyJT4p8beS1e59idQoYRI+CyEEL6oZs1J1MKkVPe8KwRcFmI6dXQ11FVVYXsJS9DXcXsZ+r8wQdwWLiw7s9WAozpzuwFtLWJTE4eh4Wvn+kBTiNpcDUNfLb/NvqtOoZvj6TgboEEVTIlyqrlOJVShJe2XkH0l8dx9h7zJSfY3QovDPLTvgUAwPaZZ+C2ejXDAUvL5ch59VUoi1v2ckUgEAjtjVorkYnr6WlwLlerX6X2tQRCW9LLx05TbQEAxVVyHErKN/r6zfHpjONBgY6ttTWCiTl8K58hkSnic/D68AAAdVLoOa+9DigbVY2x2XVB6qfH4s0RARA2klgtqJThyK2CZu/J47Cwbk4vuGklbFbLVdgSn4lpa+MxcPUJjP/pLL4/epfx7gLUVaD9PrsnXK31S8JSHA5cv/gCNlrJSoqMTOS88SZotfEJIgQCgWBuqMorGMc8P913bVVFhc4YgdAeDNSyCXcmZEGmNL4gaMsFpt9Kez2C+aL9fvBsTw/4OooAANXx8Sj86ivGeZa1Nbw3bYRFaCheHOzPkPEvkshw+Fbz7ybRnR3x/qiuOuMnkoswf2MC/N4/gOCP/0XXjw7h7V03cDOH+azksCj8PCMcnnZCnTUAgGNrC6/YWFiEMYssq0+fRuF33zW7PwKB0HqQIHorwxIxg+aqkhIDM5tHWVKqtbb4odciEFoCn8PGsz2ZzvjYs2mg6eb7B9ZD0zTWn2X2tp4Q6g6xgFSimzOX0pmKF6NDXGHdKKGicPX/oMhlSq07vvYa7GbNZIzF9PZiHCdkNK2k0dffAauf6Q7tFtuFEhm+O3oXw789heCP/0XYiiOYvf4i9t/Mg1JLIt7bXoj1c3tByGP2SW2M9dgxcFn+CWNMVV6O/OXLW/T5JhAIhPaGbcWsrKy9es3g3Npr15nXWpOENkL7YcnnYHK4O2Ps2yMpOn0s9RGfWoJ/k5iB09lRPq25PYIJ0VYPmhhWJ19J0zRyly2Duqam4SRFwe3LLyEeOhQAIBZwMSGM+bkxtveki7UAOxZHobOTqEX7tRFysWVBJHr6NK0sR7FYcPn4I1iNGcMYr7l0CWV/xLXongQCgWBOaCdiyu8z5ZIpHg8cJycQCObA+FA3iLUSNdedSWviigauZZXjYCIzcKrdEoZgnkgVKlxMY8ZQ6nuWq6qqkff+B4xzlFAIr7VrIOjSBUBdUqe2jXk6xbhCm4UDfPHBaN1Aej2G2lZZcNlYOzsCAwKaTtRgiyzh+esv4AcGMsZLYzeg9prh938CgdC6kCB6K8PVMh4VOTmQpqS0eB1arUbVyZOMMWKYEtqSGZHMIGhSbiW+PWL8Z3ndmTTEp+o3YgjmS1k1UxIozMtW8+fqc+dQvn0747zt9BjYP79IZ51QT2ZvoPIaeZN90QFgYpgH1s7qCYuHkMvq4WmD3S/0hZNY0Oxc22efhcOSJYwxyZH/UHngQIvvSyAQCO2FsFcvxnFpbCxope5Lurq2FmVbtjCv7dnTpHsjEJpjhpZNmFZcjdnrLiK/wrBKwonkQizcmMAYC3AWoZePrYErCOZGcRWzyrufvwMAoHz7DtScj2ecc1r6DqzHMoPS0Q/mN6xnvJSlh60Qf73UD68O7QxHMb/JuUIeG9MjvbD/lWj0aiaAXg/FZsNt1RcQRvVhjBd+/TXkmZkGriIQCATzxnriBFACw+/Y1pMmgsVv+plKILQVQh4HkyOYiR+r/03GtotNfw/fyC7H/A2XGDLbnZ1EiOz0cO1ZCW1LeY2C0erJzpKHLi51CeeFX2sVAlEUPH74HhY9ejDW6KdlY5ZUM23Wplg4wBcb5vVCd4/mE9Upqk5F688X+2JIF2ej1mdbW8Nr3e/guLg0DKrVyH3vfaIwRyC0EYbL9QgPBdvGBsLevVFzsaHHbvm2bXD56KMWrVN99iwUWQ394igeD6JBA1ttn4SHI9QxFOFO4cisrDPA2KzHtzeOt70lBgc64nijipHvj92DRKbE0pFdDPYFkivV+OHYXZ1eghHetggmUu5mj3bfHwGnLtdKVVWF3GXLGOd4Pj5weucdUJRW+TgALpsCm0VpegCpaUCppsHTLjXXYlg3Zxx8NRq/n0nFX1dyUC1vWnrLz9ESs6N8MK23J6MPenM4LH4eVadOQXrjhmasYMVnsIyMBMfBoYkrCQQCwTywnTYVZVu3ao6lt24h68UX4bx0KfgPpDZrE5NQsHIl03HA5cJm8qS23i6hGUb7jsaee3ugpuu+hzmsx/s1LcBZjAmhbthzreGzeS2rHANWH8f4Hm6YEuEBPycR5Eo1LqWXYmt8Ji6ml+qs89aIQL12CME8kSmYdqYlnw15do6OxKYwqg/s5szRuV7IZ/5etESiFWiQj18yxB+Hkwqw51oOskprIJEqIeSx4WTFx1NBLpgY9nDqWRSXC7fPP0fq0+M0rY/o2lrkfbAMXhs3gGKZZw3DwgctmQgEAkEbnocH3L78Erlvv63Tg1fYqxec33mnnXZGMJapgVOxe/huzbEVz6qJ2R2f+f07YUdCFmoe+JJoGnj3z5v482oO5kT5YESQM7hsFmiaxpXMcmyJz8DeaznQrvl4ZWhnYmN2ELTtwfrCnOr4eJTHbWOcs5s9C6J+/XTWsOAx/YkyI3qiN2ZQoBMGBTrhelY5Np3PwH+3C1BR26Cy5WIlwPhQN0yP9IK3fctb/3IcHOC6YgWyGtls8rQ0FP3wA5zffrvF6xEIhJbxeHtn2gnb6THMIPpfe2C/aBG4jTOGmoBWqVC8Zg1jzGrUSHBsSZVFeyPiiSDmicHnPBmZtp+MC8L1n8+htFF1cuzZdOy5moNne3nimQhPdHKwBAUgq6zRhHAzAAAgAElEQVQGuy9nI+5SFqPXIVDnsFo5MbiNd094GMQC5tdCfV/Iwq9WQ5mb13CCouD6+edgGchKL62WawLoQF0/SR7HOMehj4MlPpsQgqUju2DP1RzsuZaLrNIaVEoV4LJZsBFyEeppi5jenojytX+oFxuKw4HbF58jbeIkjTOgXtbd/fvvycsSgUAwe/idO8NyQDSqT53WjFWfOo3UU6fB9fYClCoocnJ0rrN++mlwHEl/P3PDwcIBfDYfajw5/ZO/mNQdGaU1uJpZrhmTK9XYeTkbOy9nN3v9WyMCMCLIuPcrgnmgbWdmldTAa80nDBl3llAI1xWf6bXFMktrGMdWD9kmistmYUx3V4zp7vpQ1ze5tqsrnN9dirxlH2rG6mXd7WbOaPX7tQZr165t7y0QCAQzxuqpEeD7+aLsjzjI0lLBElpCFB0Nm8mTQHFJuz5zx0nohMhXIjXH3uLHWyHS006In2aEY8HGBIZP6mJaKS6mlYLHZsFBxEOlVGlQavv5gb54uodbW22Z8IhoJz4WSWSorajUkXHneXvD8bXX9K6RXVbLOH5YG7OHpw2+fqDMKVOqIJWrYclng8N+9ERKUXR/2DwzBeU7d2nGSmM3wGr4cFiEhj7y+gQCwTAkiG4CxEOHgu3oAFVRXf8MurYWWS+8CK/165oNhNNqNQo+/wK1CZcZ47YxMSbbL4FgCG97S/w2uydmrbugyeIEgLIaBdacTMWak6mo928ZaifNY7Pw84xwjZQOwbxxtbFgHP+blI951hKU79jBGLebMwfC8DCD6xxKYvaSctNa1xjEAi5mRflglol6nfL9/ODw8hIUff2NZkxy5D9UHT8O8ZAhJrkngUAgtCZuK1cifVqMTrBckaFfspAfGAjn999ri60RCM1iwWNj43O98eKWKzhzz7i+g/W8O6oLnh/ga6KdEUyFr6MIQENP+9S4XQjTlnF/523wPNyhjz1Xmc+6Tg4tr+RpC6wnT0blv4dRfbohyanw668hHjFcp/0bgUAgdAT4/v5w+ejD5icSCGbA4EAn/DQ9HK9uu6pTUSxXqZHbRPug5wf4YulTXUy9RUIrYmPBhY2Qi/KauspvuUqNK5/+D3ZaMu6uX3wOloV+3+ReLRvT2174yPvic9gtUsw0BqelS1F15iyUeQ+KnNRq5H34ITrt3Wu2ikcEwuMA+e0yARSXC3st+TnZ7dtInzoNVSdPglbrrzCR3b+P7CUvM6Q5AcAiPBwCrV4dBEJbEeFti22L+sBBpL/6nqYNB9CtLbjYsiASAwJIxVtHYXSwKxoX/tzIrkDqr78z5vB8fOD42qsG16BpGpvPZzDGxpqg0qc1sJ83D4Lu3RljpRs2ttNuCAQCoWVwHB3hvWUz+F27NjtX2LMnvDbEgi0StcHOCATjsBJwETuvF5aN6Qp3IxLuonztsWV+JBYP9COqMR2QKRGNguM0jdD4A4zzwqg+sJk6Ve+117LKcTmjjDGm3ffUXKAoCq6fLger0fOWrq1F+c6d7bgrAoFAIBCeHEYGu2Dn4ij09jGur7mXnRDfPNsD743uClYzbQgJ5gWLRWFiWIONaaGQwvLwPsYcu9mzIQwP13t9Yk4FErRszEnh5mljskUiuH76KWNMdvceqs+ebacdEQhPBqQS3UTYzZ2LmstXUHX8uGZMkZmJrOcXg+vlBZuJE8AP7AKKy4EiNw+VBw6g5sIFnXU4Tk5w//p/xElEaFe6e9jgwKv9seZkKnYmZKFSql/yqB4Rn4NJ4e54fqCfUQ5RgvngZS/EoABHHE8uAgDY1VYAZ04y5jh/uMygjDsAHEzMx518ieaYRQExvb1Ms+FHhOJw4PrpcqRNmKgZq7l4EbJ798D392/HnREIBIJxcF1d0WnHdlT+exhl2+J01Iws+/eHbcw0iAYPJtnpBLOEy2ZhQbQv5vXrhBPJhdh+KQvJBRJU1CrAYbFgZ8lFXz8HzIj0QmdncXtvl/AI+DuJEeVrj/OpJehamgG/ikYVQiwWXJcv1/veW1IlwxvbrzHG+vs7wM/RfJOCuK6ucHx5CQq+WKUZK9++Aw6LFhH5YwKBQCAQ2oDuHjbYsTgKd/IrsSU+A/uu5TL8mVw2hYEBjpjZxxsDOjuS4HkHZmYfb8SeTQcADMm+Ar6ioc0o29HBYCGQRKrA27tuMMb6+tnD38l8bUxRdH9YjR6FygMHNWNlf8RBFB3djrsiEB5vSBDdRFAcDty//h+yFr/A6I8O1AXTi777vtk12Pb28Fy7BlxX86zgJDxZOIkF+HBsN7w1IhB/X8/F9oQspORLIHnQQ0jE58DP0RJTenpiYpg7RHzyeOmozIry1gTRR2ZcAFvdIOXP8/WFZd++Bq9NSC/FWzuvM8aGdXV+KDn3tkLQpQuEPXuiJiFBM1YWtw0uHy5rx10RCASC8VBcLqzHjoH12DFQlpRAWVQEUBS4zs5g29i09/YIBKNgsygM7eqMoV2d23srBBMyp68PzqeWYGzaOcZ4TUQfsD08GWNKlRr/3S7EZ/tv6fSqnNPXx9RbfWSsJ09G4Xffg37Q811ZWAjJseOwempEO++MQCAQCIQnhy4uVvhsQgg+HRcMiVSJSqkCFjw2rC244LZCr2pC++PnKEJ/fwecuVuEMVo2psXEyXpl3G9mV+DtXdcZRUAAMDvK26R7bQ1sZ81iBNGrTpyAPDvHYEskAoHwaJAolwlhCYXw/P035H/4ESr27m3RtfzO/vD4+WfwPD2bn0xoM/Kr85FblYtKWSUAgMt68qoILHhsPNvLE8/2qvtsKlV17Qk4xPB8bBgY4ISurlZIzinDqHSmQkbVyPF6rymukmFLfAZ+PnEf8kY9pygKeH6gn0n32xrYTo9hBNEr9uyB0xuvg2Vpnr02CQQCwRAce3tw7O3bexuEFpJcmoxKeSXUdN13qIBjWPGFQOjIPBXkjGf8hIjex0y6XMkJQsFXxzGsqxPsRXyUVMlw5FaB3r6l43q4YVhX8+8tzhaJYD3uaZRv264ZK4uLI0F0AoFAILQZicWJGh8mAMgsZU3MfrxhsShYC7mwFj55vtwngY+f7ob3l29Gp8p8zZiKYiEmxwX9dt1AX397WPI4yCmvxd5rObiSWa6zxrCuTngqyKUtt/1QWISGgt+1K2S3b9cN0DTKd+yA0xuvt+/GCITHFBJENzEsHg9uX66Cbcw0lMXFofLAQdAKhcH5Fj0jYBsTA6vhw0HxeG24U4Ix3Cu/h7vldyFT1hmdIp75yru0FSR4/vjBZlFYOysCn737MxykFZpxKZuLGRl28Pn+DEYEOcNRzEetXIWrWeU4nJQPhYrWWevjsd0Q4W3bltt/KMTDhoHt4ABVcTEAQF1djYq//4HtNP19OQkEAoFAaE0u5F1AYU2h5tjegiRCEB5PKIrCm8oUlDVSOvr/9u48Pqrq/v/4+0ySyUJCEgIJW9j3oLKoIKC41a3WrWrdsK6tdWutbd3an9Vvrbb9Vmv7tWq11rpW61atinVBUECtBFD2nQAhgUAg+ySTOb8/MiS5k4Ql253l9Xw88kjvmTszn3QkvLmfc88p7JGlxdkjZfdU6+8LN+/3+ceO7K3fXXB4xGx3lnnxxY4metVnn8m3fr0Sh4fPJNPQ/y+tbZnpAQCRac6WOZp9/uzG49marYftwy5WBHSNkTlpusu/wjG2sG+etiak6aUvt+ilL7fs9/kTB2XojxdPjIiMaYxR5sUXqej/3d04tueVV9T7xhvkoZ8EdDqa6N0kecIEJU+YoOzbbtPef72pmuXLVV+2V/L75emZLu/AAer5rbOUNHqU26UCgHJ7peiHvlWOsY9yJ6sqIVkrtpdpxfayNp7Z5JaTR+mK6UO7qsROZbxeZVxwvnY9+ljj2J5XXqGJDgAA0Mkq3njNcfz2kGNkzYEn5l50VK7uPXu8vPGRM4k3afRoJU+erOpFixrH9rz6mnJ+9lMXqwIAAIgu9Xv3KnHhPMfY28Pa3o6yuZPH5uiPF09QijdyWmXpZ56pHb/9nQIVFZKk+t27VfHRHPU87VSXKwOiT+T8ZogS8b16KevKK9wuAwD2y1qruJVfK9Bs7J0hUw/quSneON1zVp4uODKytqPIvPBCRxO9ZsUKBaqrW907CQAAAIfOX1Kius0Fjcc2Pl6pZ5+jpLVlqqkLtDg/KcGjcyYM0GVTB2v8gPTuLLXTZH7nQkcTvTo/38VqAAAAok/1V19LzVb/rerTT8XDx0tlbW9hMGNEb806ZrBOGZcTEXegN+dJSVH62Wer9PnnG8eq8hfRRAe6AE10AEALdVu2KFDWdLd5oEeqhk6doA2rS9TWCo9DslJ02dTBOn/yQGWkRN7yQQn9+ilh0CDVFQQv7AYCqlm1SikTJ7pbGAAAQJSoWb7ccZw8dqzuvXy6bq2q04erirV9b40qfX71SIxX/4wknTgmR+nJkb13acqUKY7jmlWrZP1+mXguxwAAAHSG0IzZ//jp+uS2E/Xhqh2au2andlX45PMHlJaUoCFZKTpn4gAN7xPZ27SmTDna0USvWb5iP2cDaC/+1QYAaKFm2TLHcer4PD15xRRtLa3S7GVFKtpbo/IavxITPMpI8eroIb00bXiWPJ7ImrkZKilvXFMTXVLNsuU00QEAADpJdUjGTMobJ0lKT0nQeZMGulFSl4vPzlZc796qLymRJNmaGvnWb2ArNwAAgE4S2kRPyhuv+DiPTs3rq1Pz+rpUVddKzstzHNesXClbXy8TF+dSRUB0ookOAGihukX4bAhmAzNTdM2xw9woqVsk5+Wp/N3ZjcehIRwAAADtF3qHTFLIxb9oZIxRUt44Vc5t2qezZvlymugAAACdpHp56ETN6M+Y8f37Ky4jQ/V79kiSbFWVajduVOKIES5XBkQXj9sFAADCT8sLnONcqqR7hYZsmugAAACdp8Vy7jFwgVNq5U4hMiYAAECn8JeWyl+4vWkgIUGJMTBZsWGiJhkT6Go00QEADtZa1axwNtFj5QJn0jjnZAHf+vUKVFe7VA0AAED08JeUyF9c3HhsEhJi5k4ZLnACAAB0jdAbgRJHjpDH63Wpmu4VmjFDVxYF0HE00QEADoHKKgXKyhqPjderhEGDXKyo+8Slpyu+b7O9kgIB+YP7V3aUvz6gZdv2au6anfpi426V1dR1yusCAABEgrrtRY5j79ChMjFygTNxlPNuqLqiojbOBAAAwKGo217oOE4aOdKlSrpfaMb0bydjAp2NPdEBAA621uc49qSkyHhiZ86VJyXFcWxrajr0epU+v/42f6Ne+LxAhXubXisx3qNvHdFf180cphHZaR16DwAAgHDXImP26OFSJd2vRb70+do4EwAAAIfC+modx7GcMQO1ZEygs9FEBwA4hDaNTWKiS5W4wyQ5f95ATfsDaOGeal3+1Bdat6OixWM+f0CvLNqqN5cW6o8XTdRp4/u28goAAADRIRDDGdMkJjmOA53URF+/s0JPfbpR768oVmlVrXqnJuq08X111fShyu2VcuAXAAAAiHDWF5IxvbGTMT0h1zBtB65hAmhd7NxaCAA4KNbvdxyb+Niab2XiExzH1t++Zderav36bhsN9OZq/QHd9GK+vty0u13vAwAAEBFiOGOahJCfta7j2/q8tbRQp//hEz3/eYF2lPtUV2+1fW+N/jZ/k055aJ7mrNrR4fcAAAAId7YuJGOG5q5oFpKnQ6/pdkRZTZ3eWlqoFz4vUH5Bqay1nfbaQCSJod8oAICDEXpXkK2tbePM6BS6vKannXdJPffZZq0NaaAnJXh0+IAMbd5dqeKypvepq7f61dsr9cYN09v1XgAAAOEuljNmaL7s6F34X2/dq1teWiJ/oPWLmdV19frB84v09s3Hanif1A69FwAAQDiL7YwZspR9ordTXve95UW69eWlqvA1NeVnjOitRy6dpPTkhP08E4g+NNEBdKrishq9+EWBPly5QzvLffL565WWlKDhfXro/Mm5OiUvRwlxLIIRzozXGbgCMRQ+pVYuciYltXFm2wIBq+c/L3CMHT+6j/7wnQnKSPGqPmD19wWbdO+/VzQ+vmTLHi3btlfjB6S3r3AAAIAw1uICZwztC94Z+bK5R+asa7OBvk9NXUBPzNugB759eIfeCwAAIJyFLmneWdvmRAJbGzpRs2MZU5JWFJbpxhfyVVfvzJqfrivRT/65VE9cfmSH3wOIJDTRgUMwImOERmaMVFFlkSQpwcPMq33WFpfroQ/W6L3lxaoPuaBTWlWngt1VmrN6p7LTEjVr6mBde9wwJSXEuVRtS/76gCpr65XijYv5Jr8nxbl/YqCiQgGfr913ZEcSa638paWOMU87LnJu2lWpzbuqGo8T4oz+94IjlJHSMEEhzmN01Yyh+nBVseav29V43serd9BEB4AYNKXfFL20+iUFbECSlBTf8YsfQLgJzZj+3bGzlY1/d8fz5T7VtfX6YGWxY+yO08foO0fl6slPNur/5qxrHP/3V9v163MPk8dj2ny9SZMmtbsWAEB4OyH3BD057MnG48S46L+ug9hjkpMdx/W7YiljOn9WT3LH/x35zMJNLRro+7y/olibd1VqcFaPDr8PECloogOHoG+Pvuqf2l9V/qoDnxxDPlxZrBtfWKzquvoDnruj3Kffv79Gc1bv0BOXH6msVPcCfMGuKj3/+Wb9a0mhispqGsd7pybqzMP76bKpgzQiO821+tziSUxUQv/+qissbBior5dvzRolH3aYu4V1g7pthQrs3dt4bFJSFJ+Tc8ivU1rl3OdyVE6aerfy3/q04b0dTfTdlR3fHxMAEHlG9xqtnt6eCijgdilhKxCwmrt2p95aUqitpdWqt1Z9UhN18rgcnXl4v7CanInWeQcNkjweKdDw33ndli2qLy9XXFr05+2aFSscx95hQ9v9WiUVPsdd6GmJ8freccNkjNGPTh7paKJX+PyqqPWrZ1Lbk78XLVrU7loAAOFtfO/xOu3h0xqPB6cNdrEaoGskDhvmOK5ZudKlSrpfy4w5vMOvubGk8oCP00RHLKGJDqBDPl69Q997dlGLu88PJL9gjy776xd6+ftTlbafizpdYcPOCv3q7ZWas3qHbCtll1T49PSCTXp6wSZNG56ln39znMb179mtNbotafz4pia6pJrly2OiiV6zfLnjOGncWJm4Q78o3yPR+ZzNu6pUU1ff4gL/6qJyx3FqIg0AAABCvfP1dj3w7ioV7G45kXX28iL96u0V+v5xw/X944bt945buMuTnKzE4cPlW7u2caxm+Qr1mDrFxaq6R2jGTB4/vt2v1TNkH8pyn1+fb9ytqcOy9NGqHY7HEuKMUphgAgAAolji6NFSfLzkb9i/u27rVtXv2aO4jAyXK+t6NcudTfSkvHEdfs3eafu/4a21m4SAaEYTHUC7bdldpRuez2/RQB+RnapZUwfruFF9lJoYr4LdVXp98Va9lr9NVbVNd6uv3F6mW19eqr90414qn2/YpWuf+VJlNf6DOn/B+l369qML9MilE3XimEO/IzlSJeXlqfw//2k8rl62TJku1tNdWlzgzMtr1+sM652qjJQE7QnekV7h8+uhD9bo9tPGyJiGi/v5BaV6++vtjudNHtKrXe8HAEC0enzuet3/7qr9nrOnqk6/mb1Kq4rK9OCFExTnciO9rj6g91cU6+Uvt2hNUblq/AFlJCdoyrBeunTK4JjeuiUpLy+kib4sNproy5Y5jpPamTElKT05QZMHZ2rR5qYl4i9+4jPlZqa0mGhy7Mg+io/xraoAADgYVbV+bSypVEKcR0N794j5rR4jiScxUYkjRsi3qunfDNXLlyt1+nQXq+p6tq7O8TNLHcuY+5w/aaDe/mp7q4+N6ZumvBi70QygiQ6g3R6ft16VzZrixki/+OY4XTl9SGOjUJL6pCVq8uBM3XLyKN34wmIt3NC0fPV/VhRreeFe5fXv+ouJX2/dqyuf/q+jkd9cD2+c4+fZp7quXtc9m69nrj5aU4dldXWZYSE0dIXObIxWLe5Eb2f49MZ7dOGRufrLvA2NY4/P3aBP1pTouFF9tGFnhd5fWexYCSG3V7KOHdG7Xe8HAEA0emtp4QEb6M39a0mh+vZM0h1njO3Cqvbvw5XFuuv1ZY6tgiRpd2WtNpRU6sUvtmjqsF568MIJ6p+R3MarRK+kvDztfeONxuPQ7BWNrN+vmk6+wHntscO0aHPTMuzWqtWVGq49dliLMQAA0GRHeY1+/94a/WvpNtXUNWw506uHV5dOGaTrjx+hZC8rukSCpLxxjoZyzfIVUd9E961bJ1tb23gc36ePErKzO/y6J4zJ1k0njtCfPlrnGO+XnqT/u2SS45o/EAtoogNolwqfX6/nb3OM/fTU0bpqRtv7+2WlJuqvVxypcx9ZoNXFTctYP/dZge4/r2uXCq/0+XXtM1+2aKDn9e+pK6YN0ZmH91eyN04+f71mLyvS3xdsUn7BnsbzausD+v6zi/TRrTNd3ce9u4Qu/+Nbu1YBn0+exOj92a21ndZEl6Srpg/VP74ocKx6sGJ7mVZsL2v1/B+dNIolaAEACPLXB3Tf2879DI2Rzp0wQN88vJ8S4+M0d80OPf95gSPfPfHJBs06ZrAGZqZ0d8l6ZdFW/eyVpTrQLkefbditc/88Xy9//5iY208wNFtVx0AT3bdhg2xN06SKuKwsxed0bIWrU/Ny9L3jhjkmbIb66amjdczw2JgADABAe2wtrdKFjy1U4d6Wkx//9NE6LVi/S89efbRSvOHVQimp8GlxwR7V+gMa3TdNI7JT3S7JdUl5edr76muNx7EwUbMzr2GGuvWU0Zo5qo/+/dV2ldf4NbZfmi6YnKv0lO7dkhUIB66vS2KMSTDG/NAY8zdjzBJjTK0xxhpjrunAa04zxrxjjNltjKkyxnxljPmRMYapY+iQitoKldeWy+f3yef3yR84uCXBo9Ebi7c57truk5Z4UHc6pHjjdcs3RrV4rbKauk6vsbnXFm9rcUfQj78xSv++aYYuODK3cWZpYnyczp4wQK9dP133nOUMH3ur6/TiFwVdWme4iM/MVMKAAU0Dfr8q5s1zr6BuUL14ser3NE2cMCkp8g4Z0u7X65uepCe/e5RSEw/8j62bThyhb08e2O73AuBEvkSkKakuka/e15gx6wOtr5oTSz5YucOR3eI8Rs9fM0UPfmeCThqboxkje+uub47Tez86Tr1TvY3nBaxcyWuLNu/Wba9+dcAG+j7FZT5d+fR/VVMXW5910tgxkqfpMkTd5gLVrFnjYkVdr+KjjxzHSXnjOnwHjzFGd5w+Rg9fNEFj+zmX1JyQm6G/zJqsG04Y0aH3ANASGRORZkfVjsZ86fP7VG9jK3ccyG2vftWigd7cos2leviDtW0+3t1KK2v145eWaOqvP9S1z3ypG17I18kPztX5jy7Qsm173S7PVcnjxzuOK+fPV6Cq5So90aT8gw8dx53ZRJekI4f00i/PytPvLzxC1xw7jAY6YpbrTXRJPST9QdIVkvpKKurIixljzpY0T9Jxkl6X9Igkr6SHJP2jI68NLNm5RPk78rWtYpu2VWzT7prdbpfkmvnrShzHFx2Ve9D7BZ08NlvZaU13NFfX1Wtxs7u+O5u1Vs9/ttkxdtFRubr5pJH7vYD13WlDdN3M4Y6xFz4vaLEHfLTqMWOG43jPiy+6VEn3KH3B+fOlTp8mE9ex6xZHD+2l16+fphPHZKu1/9SG9+mhhy+aoFtPGd2h9wHQAvkSEeWdDe9oS/mWxoxZUVfhdkmue2Oxc8WjC48cqGnDW257ktsrpcUEzdDVkrrDQ++vdWREYxry5uvXT9Pnd56kRy+dpEmDMhzP2bCzUq/mb+3uUl3lSU5WylFHOcb2/CN6f41av1+lL73sGEudcWynvLYxRmdPGKB3bp6hT352gt68cboW3H6i3rhhuk7J63vQrzN58mTHF4D9ImMiory0+iW9f8v7jV/PXPuM2yWFjdVF5Zq/bpdjLDMlQckJzutAL3xRoOo2toXsTnur6nTh4wv12uJt8odcl/xyc6kueGyh8gtKXarOfUljxyouq2kFnkBFhfb++98uVtS1arduU8XcuY6x1OM6J2MCcAqHJnqVpDMk9bfW9pX0VHtfyBjTU9ITkuolHW+tvdpa+1NJEyQtlHS+MeaiTqgZiHm7Kmsdx1OGHvxSgfFxHh01pJdjrDTk9TpTfsEerSpqWj4+zmP0w5NHHtRzfzBzuJISmn5VFu6t0cerd3R6jeEo86LvOI4rFyyUb8NGl6rpWv5du1T23nuOsYyLOuevi5E5aXrqiqM076cn6H/OztMPTxqp208fo5e+N1Uf/Himzp4w4MAvAuBQkS+BCBe6v/O3Du/f5rnnhPxdWri3Rv76QJfU1ZoNOyv0acgE0z98Z4Ie+PbhmjgoUzk9k3T6Yf30z+um6fTxzubmsws3y9rYmKC5T+bFzl+Ze9/4l+orKl2qpmtVzJ0r//btjccmOVnp55zdqe9hjFFurxQdPjBD/TOSD/n5+fn5ji8A+0XGRMSp2lTV+FUSkldi2ecbnQ30wwak6/M7T9ant52gtKSmFQXLa/xtbsvXnR58f7XW7mh7om11Xb1++s+lCsTIjT+hTEKCMs4/3zFW+uI/ojZn73npJanZz5Y4bqySDj/cxYqA6OV6E91aW2utfddau/3AZx/Q+ZL6SPqHtfbLZu9RI+nnwcMfdML7ADEv9MJkQtyhLUnojXf++qnrwgudX25yrhhw/Kg+6pd+cBeY0lMSdMZh/Zyvtzk2ZnYmjR2r5IkTHWN7XorOyfB7XnlVqmvaUsA7eLB6HHNMp75Hbq8UzTpmiG75xihdN3O4pgzL6vBSngBaR74EIl/oyj+pSW1vj5KcENdixZfQO3S60rvLnDciThyU0eokuTiP0c/PHCdPs1pXFZVrY4guTyYAABhYSURBVEl0NpDbknbSSYrr07SqQKCqSmVvveliRV0ndKWj9DPPVFzPnm2cDSDckTGB6FHrd16HzO2VLG+8R716eJWZ4t3vud2turZeryxyrl40ICNZhw9Md4yt31mpzzY4JwfEkswLL3BsG+RbuVLVS5a4WFHXCNTWas8rrzjGMi++mGuMQBdxvYneyU4Mfp/dymPz1DBjdJoxJrGVxwEcgvRk5z4o+5sN2Zo1xeWO457JXbevyp5q537rR+RmtHFm6yaEnL+nquvumg83mZdc7Dje89rrUbenkK2vV2nI5ICMiy+S8UTbX5EA2ol8CbggK9V58TL0Tu/mFqzf1fxGDKUlxispofu2ki0K2UvzlHFtL6U9ICNZ4wc4L3g23/s9FpiEBGVecKFjrPSFF6PuTqHaTZtUOX++Yyw0WwOIaWRMwEUjc9Icx+98XaQfv7xEV/ztv44VkYyRhmf36O7yHNbtqFBlsyXl05MT9MGPZ+rNG2fo5LHZjnMXb+m67TLDXcKAAUo9/njHWGkUbk1Z/t57qi9tusHLk5am9G9+08WKgOgWbR2CfZvKrgl9wFrrl7RRUrykYQd6IWPMota+JI3p1IqBCDWuv/MOin8uOvj9HJcX7tXyQudSSOP6dd0dGaHX4w51Xl4sz+RLO/VUxWVmNh4Hystb7OsY6creeUf+wmbLbCYlKePcc12sCECY6bR8KZExgYN1wmjnBcGnPt2k3a1s/+OvD+jhD51/PI8fk93ivK5k5QybngNER09otoyu3vFBybjwAimuaaKDb+1aVcz52L2CukDJE084jpMnTFDS2LEuVQMgDJExARdNH56lASHboLyWv01z1+x0jJ00JlvZaUndWVoLrWXNfXEy7kDBM8ZkXuycsFj+7mzVbtrkTjFdwNbVadeTf3WMpZ97jjwpKS5VBES/aGui75vSv7eNx/eNH9ptqABauPDIXMfx0i17tOAg91Z6bO4Gx/GMEb2V26vr/rLPTHHe5f7VtrZ+RbTuq5BZnOnJ3jbOjD4er7fFnkI7H35YtZs3u1RR5/KXlKj4vl87xnp+8wzFpae38QwAMYh8Cbjg/MkDldhs+5+SCp++/egCzV5WJH99QNZafblpty776+f67ybnVjuzpg7u1lr79nReWP1gZXGb5xbtrdHXIVk0u6e7F2bdkNC3r9JOPNExVvTLX6q+zP09RztDxafztffV1xxj3IUOIAQZE3BRfJxH/3NO3n4nP6YlxeuOM9yfADciO1XJzVZZKq2q0+kPf6ILH1+o95Y7c2foEu+xpsf0aUoYNKjx2NbVqfCun8sG3F2Sv7OUPPGEfKtXO8YyLyJjAl2pU5roxphNxhh7CF/Pdcb7tqfU4PcDzvW31k5u7UvSqq4tEYgMg7N6aOaoPo6xm/+xRGtDlmlvzlqrRz9er7eWFjrGL+viC50TB2U6jues2qHig1w2s6ymTm9/7dzubNKg2Po3bOasy+RJa1rmytbUqPCuuyI+gFprVXTPParf0zRJwiQkKOvqa1ysCsA+0ZgvJTImcLAye3h16RRnRtxYUqnrnlukcXe/p/F3v6fzH1uozzbsdpxz1JBMHTXEmf262mnjncu3/3dTqWYva7ldbiBgdf+7Kx37vY/KSdXwPu4uEeqWrOu+77gb3b9jh4rvf8DFijpHfXm5tv/iF44x79Ch6nnaaS5VBKA5MiaAfU4ck6PHZx2pPmktd00YnZOmf3xvqob3SXWhMqcUb7zOmzTAMbaxpFJfbHTm4CFZKZo+vHd3lhZ2jMejPjdc7xirXrRIpc8+61JFnadm9WqVPPqYY6znGWcocdhQlyoCYkN8J73OekmHspFb4YFPaZd9szTbmnLVM+Q8AB1wzbFDHcsclVT4dNb/zdeV04fo0qmDG5dFCgSs5q8v0ZOfbGyxLNLgrJQW+/d0tqOGZGpEdqrWBfdt9wesHpmzTveePf6Az31y3gZVNdt3KKdnok7s5iVC3ZaQna2c22/X9rvuahyr/nKRSp97Xr0un+ViZR1T9s47Kn//A8dY75tvInwC4YN8CcS4204frVVFZVqwfpdjvNYfUMuF3aWBmcl65JJJ3b4Vz4jsNB0zLEsLNzTVecMLizVr6m5956hc9U9PVn5Bqf4yb4PjHKnhrvlY3TooOS9PWddco12PP944tvf115V26ilKC9nPMpLs+O3v5N/ebBKFx6P+9/9axhs7q1kBYY6MCaDRN8blaOaoPvpoVbFWbC9XvMfoyCGZOmZYVlhltFtPGa3560q0aVdVq4974z367flHyMPy7up51lkqe+ddVcyd2zi246E/KHXmTHmHDHGvsA6wdXUqvOMOqa6ucSyuVy/l/Pyu/TwLQGfolCa6tfakznidTrBa0pGSRkla1PwBY0y8pKGS/JI2tHwqgEN17Mg++v5xw/T4vKY/UtV19frzx+v16Nz1GtEnValJ8dpaWq2d5b4Wz0/xxumRSyYpPq5rd5YwxmjW1MG6+83ljWPPLNys3MwUXXtc29uLvfzfLfrTnHWOsUuOHtzl9Yaj9PPOVdl7s1U575PGsR0PPqjUmcfJO7h7l0ztDP6SEhX/z68cY0mHH66sK690qSIAociXABLj4/TUFUfp9le/0htL9t/DmDgoQ49dNtm1pdF/ePJIff7ELu27ybw+YPX0gk16esGmNp8zqFeKvj15YPcUGKZ633C9Kj76UL61TZm76P/drZR/v6W4nj3388zwVPHpfO355z8dY72uvELJEya4VBGAUGRMAKG88R6dNr6fThvfz+1S2tSrh1f/vG6a7n5zmWYvK1KzhY00fkBP3Xv2eE0a1L2rMYUrY4z63nuPNpz5LQXKG1ZMtTU1KrzzLg1+9hmZZishRYqSJ56Qb8VKx1jfu+9WfK9eLlUExI5o6wR9FPze2jppx0lKkbTAWtuymwegXW47bYwumTKoxbi10todFVpcsKfVBnpqYryevPxIjR/QPXv1nDdpQIvlme57Z6XO+/N8vbm0ULX+hqXJ/fUBvbe8SJc88Zl+9upXss1CaVpSfKs/aywwxqjfvfe2WNZ92y0/Vn1FhYuVHbqAz6dtP/mpcxl3r7fhDqH4zlqgBUAUIV8CLkpKiNMfLpqot2+eoYuPHqS0xKa/q71xHn1jXI6evfpovXrdNOW4uLf41GFZ+tU5hx30+b1TvXrqiqOU4o3t7OHxetXv1/e3WNa98Ge3yTa70yYS1G7Zou133OEY8w4dqj433eRSRQDCHBkTwCHpk5aoP186WZ/edqL+dPFE/f6CI/Tvm2borRtn0EAPkZCTo5w773SMVefna+dDD7lUUftVzJ/fYhn3tNNPU89TT3GpIiC2ROS/2I0x6ZL6SdprrW2+2dwrkn4j6SJjzJ+stV8Gz0+StO+Ww0e7tVggynk8RvedM14j+qTqoffXqNznP+Bz8vr31P9ecITG9uu+u0vSkhL0+KzJuvgvn8nnb9rLO79gj/ILFstjpMwUr/ZU1zn2qdwnzmP0yCWTWt0nKVYk9O3bYln3mhUrtPUH1yv3ib/Ik+TeheuDZf1+bbv1VlV99pljvPdNNypx+HCXqgIQDsiXQHjL65+u+887TPedM15lNQ15LT05IaxWCLpkyiBlpCToF28s067K1hacbzAhN0N/vGiiBmWldGN14Sv5sPEtlnWv+PhjFd55l/r/5gEZT/h8xm2p27FDBVddLf/OZltXBZdxj4SMDKDrkDEBdLb+GcnqH9xCE21LP+dslc+e7VjWfdeTf5UnPV29r73WxcoOXlX+Ym298aYWy7j3/cUvXKwKiC1h0UQ3xtwuaUzwcN86Z1caY2YE//en1tonmz3lXEl/k/R3SVfsG7TWlhljrlVDEP3YGPMPSbslnSVpdHD8pa76OYBYZYzRVTOG6jtH5epfSwr17GebtXJ7meOchDijMw7rp8umDtaRgzNd2Vdo0qBM/fW7R+m65xapIqTZH7Bq82JnYrxHD180QceN6tMdZYa19PPOVfkHH6hizpzGsar//ldbb75ZA//4x7C+SNiwf9CdqvjgQ8d48sSJLOMORCHyJRCdPB6jjJTw3Vv6jMP66cQx2Xrn6+16+cstWltcoZq6eqUnJ2jKsCxdNnWQJg1yJwuHs943XK+KefPkW9m0TGXZW2/JJHrV7557wnrZzbriHSq4+irVbdniGM+65hqWcQeiEBkTACLDvmXdN55zrupLSxvHd/7+QXm8XvX67nddrO7Aqpcu1ZbrrpOtrnaM97v3HpZxB7pRWDTR1bB00cyQsWnBr32e1EGw1r5hjJkp6S5J35aUJGmdpB9L+qO1tuUtpgA6RY/EhuXOLz46V0VlNdpZ7pPPH1BaUrwGZqYoNdH9XzkzRvbWqz+Ypl++uVwLN+w64PmTBmXo7m/l6YjcjG6oLvwZY9T/d79TwdVXqWbpV43jlfM+0ZZrrtXAxx5VXGqqixW2LuDzaduPbnE0/yXJO3y4Bv75EZZxB6IT+RKAK5IS4nTepIE6b1Js73d+KDxer3Ife0ybL7vM0Yze+8qrClRWasBvfiPjDb/JE7VbtqjgqqtbNNB7futb6vOjH7pUFYAuRsYEgAiRkJOj3L/8RQVXXKFAZWXjePH9D6i+rFy9b7whLCe3Vi5cqC033ChbVeUYz7nzDqWdfLJLVQGxKSy6Btba4w/x/KclPb2fx+dLOqNDRQFoN2OM+qUnq196eC4tNLpvml783lStLS7Xc59t1ptLC1Va1bQsTlpSvM48vJ8unTK42/ZsjyRxqT006PHHtXnW5fKtXds4XvXll9p82SwN+N1vlThypIsVOtVu3arCn92m6vx8x3jCgAEa9NRfFZ/JvlFANCJfAkBkScjJ1qCn/qrNl1zqWBa9/N3ZKthdqv73/1oJ/fu7WKFTxafzVXjH7arfWeIYTz3hBPX/9X0RsQw9gENHxgSAyJJ82HgNfPTP2nLt92R9vsbxkkceUd22bcq5607FpaW5WGETGwio9IUXteM3v5FttoS7JPW+8Ub1uvxylyoDYpdhUuOhMcbsSk5O7jV27Fi3S4ELfPU+7azaqXpbL0mK98QrJyVH8Z6wmI+CDghYq0BA8ngkTxjOQAxH1u9X7ebNsjU1zgeMUXx2tuKzsiSX/7+s371bdcXFUiDgGDder7yDB4flHU1ApMjPz3/BWnup23VECzJmbKusq1RJdVMjzhvnVb8e/VysCHCP9fkaMmbIhUN54pTQN0dxbk+ADARUV1TkWBZ0H09amry5ua5n4EORHzLRdNKkSS5VAjQgY3YuMmZs212zW5tWbHKM8XsesSpQWanagoKW1wgTEpTQv788Lq+saWtrVVdY6Lhjfp/4Pn0Un53tQlVA9GhvxqSJfoiMMRsl9ZS0yeVSYt2+/adWuVoFOorPMfLxGUYHPsfo0N2f4youcHYeMmbY4Pdh5OMzjA58jtGBzzE6kDEjGBkzLPC7MDrwOUYHPsfowOcYHSIiY9JER0QyxiySJGvtZLdrQfvxOUY+PsPowOcYHfgcgY7jz1Hk4zOMDnyO0YHPMTrwOQIdw5+h6MDnGB34HKMDn2N0iJTPkU26AAAAAAAAAAAAAAAIookOAAAAAAAAAAAAAEAQTXQAAAAAAAAAAAAAAIJoogMAAAAAAAAAAAAAEEQTHQAAAAAAAAAAAACAIGOtdbsGAAAAAAAAAAAAAADCAneiAwAAAAAAAAAAAAAQRBMdAAAAAAAAAAAAAIAgmugAAAAAAAAAAAAAAATRRAcAAAAAAAAAAAAAIIgmOgAAAAAAAAAAAAAAQTTRAQAAAAAAAAAAAAAIookOAAAAAAAAAAAAAEAQTXREPGNMgjHmh8aYvxljlhhjao0x1hhzjdu1oXXGmIHGmKeMMYXGGJ8xZpMx5g/GmEy3a8OBGWPON8b8yRjziTGmLPjn7Tm368LBM8ZkGWOuMca8boxZZ4ypNsbsNcZ8aoy52hhDPogQxpjfGGM+NMZsCX6Ou40xi40xdxtjstyuD4hkZMzIQr6MfGTMyEfGjB5kTKDrkDEjCxkz8pExIx8ZM3pEYsY01lq3awA6xBiTIak0eFgsqVZSrqRrrbVPulYYWmWMGS5pgaRsSf+StErS0ZJOkLRa0nRr7S73KsSBGGOWSDpCUoWkrZLGSHreWnuZq4XhoBljrpP0qKTtkuZIKpCUI+k8SemSXpV0gSUkhD1jTK2kfEkrJO2Q1EPSVElHSiqUNNVau8W9CoHIRcaMHOTL6EDGjHxkzOhBxgS6DhkzcpAxowMZM/KRMaNHJGbMeLcLADpBlaQzJC2x1m43xvxS0t3uloT9+LMawufN1to/7Rs0xjwo6RZJ90m6zqXacHBuUUPoXCdpphrCCyLLGklnSXrbWhvYN2iMuVPSF5K+rYYg+qo75eEQ9LTW1oQOGmPuk3SnpDskXd/tVQHRgYwZOciX0YGMGfnImNGDjAl0HTJm5CBjRgcyZuQjY0aPiMuYLHOAiGetrbXWvmut3e52Ldg/Y8wwSadI2iTpkZCH75ZUKWmWMaZHN5eGQ2CtnWOtXcvsvshlrf3IWvtW8+AZHC+S9Fjw8PhuLwyHrLXgGfRy8PvI7qoFiDZkzMhAvoweZMzIR8aMHmRMoOuQMSMDGTN6kDEjHxkzekRixqSJDqA7nRj8/p9W/tIrlzRfUooalvAA4I664He/q1Wgo74V/P6Vq1UAQNcjXwKRgYwZHciYAGIFGROIDGTM6BC2GZPl3AF0p9HB72vaeHytGmZ5jpL0YbdUBKCRMSZe0uXBw9lu1oJDY4z5iaRUNewFdaSkGWoIng+4WRcAdAPyJRDmyJiRi4wJIIaRMYEwR8aMXJGUMWmiA+hO6cHve9t4fN94RjfUAqClBySNl/SOtfY9t4vBIfmJpJxmx7MlXWGt3elSPQDQXciXQPgjY0YuMiaAWEXGBMIfGTNyRUzGZDl3hAVjzCZjjD2Er+fcrhldwgS/s0cN0M2MMTdLulXSKkmzXC4Hh8ha29daayT1lXSepGGSFhtjJrlbGeAuMiZEvgRcRcaMbGRMoHVkTIiMCbiKjBnZIiljcic6wsV6STWHcH5hVxWCLrVvlmZ6G4/3DDkPQDcwxtwg6WFJKySdZK3d7XJJaCdrbbGk140x+WpYdu4ZNczKBWIVGTP6kS+BMEXGjB5kTKAFMmb0I2MCYYqMGT0iIWPSREdYsNae5HYN6Barg99HtfH4yOD3tvYbAtDJjDE/kvSQpGVqCJ47XC4JncBau9kYs0LSBGN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      "text/plain": [
       "<Figure size 1008x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 478,
       "width": 1000
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_base_learners = 149\n",
    "params = {\n",
    "    \"linestyle\": \"--\",\n",
    "    \"linewidth\": 2,\n",
    "    \"color\": \"black\"\n",
    "}\n",
    "n_learners = [1, 3, 5, 15, 30, 149]\n",
    "fig, ax = plt.subplots(2, 3, figsize=(14, 6))\n",
    "ax = ax.ravel()\n",
    "\n",
    "for n_base_learners, axi in zip(n_learners, ax):\n",
    "    yhat_grid = adaboost_predict(Xgrid.T.reshape(-1, 2),\n",
    "                                 alpha_boost[:n_base_learners],\n",
    "                                 index_boost[:n_base_learners],\n",
    "                                 cutoff_boost[:n_base_learners])\n",
    "    marker_colors = [\"tab:red\" if yi == -1 else \"tab:blue\" for yi in y]\n",
    "\n",
    "    yhat_grid = yhat_grid.reshape(M2, M1).T\n",
    "\n",
    "    j_cut = index_boost[n_base_learners-1]\n",
    "    c_cut = cutoff_boost[n_base_learners-1]\n",
    "\n",
    "    if j_cut == 1:\n",
    "        axi.axhline(y=c_cut, **params)\n",
    "    elif j_cut == 0:\n",
    "        axi.axvline(x=c_cut, **params)\n",
    "\n",
    "    size_weights = weights_hist[n_base_learners]\n",
    "    size_weights = 1e3 * size_weights / (size_weights.max() - size_weights.min())\n",
    "\n",
    "    axi.contour(*Xgrid, yhat_grid, colors=\"tab:green\", alpha=0.8, levels=1, linewidths=2)\n",
    "    axi.scatter(*X.T, s=size_weights, facecolors=\"none\", edgecolors=marker_colors, linewidth=2)\n",
    "    axi.set_title(rf\"$m={n_base_learners}$\", fontsize=15);\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.suptitle(\"AdaBoost\", y=1.1, fontsize=20);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## AdaBoost error functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xrange = np.linspace(-2, 2, 100)\n",
    "x_entropy = np.log(1 + np.exp(-xrange))\n",
    "exp_error = np.exp(-xrange)\n",
    "\n",
    "plt.plot(xrange, x_entropy / np.log(2), label=\"Cross Entropy\", linewidth=2)\n",
    "plt.plot(xrange, exp_error, label=\"Exponential Error\", linewidth=2)\n",
    "plt.legend()\n",
    "plt.axhline(y=1, c=\"black\", linewidth=1, linestyle=\"--\")\n",
    "plt.axvline(x=0, c=\"black\", linewidth=1, linestyle=\"--\")\n",
    "y_low, y_up = plt.ylim()\n",
    "plt.ylim(y_low, y_up * 0.5)\n",
    "plt.xticks([-2, -1, 0, 1, 2]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 370
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Log odds\n",
    "xrange = np.linspace(0.01, 0.99, 100)\n",
    "log_odds = np.log(xrange / (1 - xrange))\n",
    "plt.axhline(y=0, c=\"black\", linewidth=1, linestyle=\"--\")\n",
    "plt.axvline(x=0.5, c=\"black\", linewidth=1, linestyle=\"--\")\n",
    "plt.plot(xrange, log_odds);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since AdaBoost is seeking the best approximation to the log-odds ratio, the more *correct* the model is at either side (-1 or 1), the more to the right will be in terms of its exponential error. Hence, we can motivate the use of the sign function to make predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**An important note** (Ex. 14.8)  \n",
    "The exponential error given by AdaBoost does not correspond to any well-defined probability distribution in the sense that the negative-log likelihood that would correspond to the problem depends on terms of $f_M({\\bf x})$ that do not appear in the exponential error."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
